{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "64feed46-164e-42bc-84a2-4afc150ce9bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import fastmri\n",
    "from fastmri.data import transforms as T\n",
    "from fastmri.data.subsample import RandomMaskFunc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a7e1f563-2574-4ae8-8244-c86cdd1bc5a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['TF_FORCE_GPU_ALLOW_GROWTH']='true'\n",
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"1\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "189227ce-fe3a-4903-9ba3-43c82a073979",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f2145f10-b52b-4043-a3c4-a4bbc653f5e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_coils(data, slice_nums, cmap=None):\n",
    "    fig = plt.figure()\n",
    "    for i, num in enumerate(slice_nums):\n",
    "        plt.subplot(1, len(slice_nums), i + 1)\n",
    "        plt.imshow(data[num], cmap=cmap)\n",
    "        \n",
    "def nrmse(y_true, y_pred):\n",
    "    denom = tf.sqrt(tf.reduce_mean(tf.square(y_true), axis=(1,2)))\n",
    "    return tf.sqrt(tf.reduce_mean(tf.square(y_pred - y_true), axis=(1,2)))\\\n",
    "    /denom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c95a072f-53ab-468e-b119-722b771c43bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_name = './data0_link/fastmri/raw/multicoil_train/file_brain_AXFLAIR_201_6002888.h5'\n",
    "hf = h5py.File(file_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "05149f77-6a41-46d7-b745-e32015eae44a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "complex64\n",
      "(16, 20, 640, 262)\n"
     ]
    }
   ],
   "source": [
    "volume_kspace = hf['kspace'][()]\n",
    "print(volume_kspace.dtype)\n",
    "print(volume_kspace.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "94c37c5f-5921-47d6-9276-cee2ba224c35",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20, 640, 262)\n"
     ]
    }
   ],
   "source": [
    "slice_kspace = volume_kspace[1] # Choosing the 20-th slice of this volume\n",
    "print(slice_kspace.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "98bfbd42-e0df-4ec9-94dc-af3e99ee332f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 2 3] [4 5 6] [1.+4.j 2.+5.j 3.+6.j]\n",
      "tensor([[1., 4.],\n",
      "        [2., 5.],\n",
      "        [3., 6.]], dtype=torch.float64)\n"
     ]
    }
   ],
   "source": [
    "a= np.array([1,2,3])\n",
    "b = np.array([4,5,6])\n",
    "c = a + 1j*b\n",
    "print(a,b,c)\n",
    "d = T.to_tensor(c)\n",
    "print(d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "dda5a06e-56e3-4260-8db7-29348ec92fac",
   "metadata": {},
   "outputs": [],
   "source": [
    "slice_kspace2 = T.to_tensor(slice_kspace)      # Convert from numpy array to pytorch tensor\n",
    "slice_image = fastmri.ifft2c(slice_kspace2)           # Apply Inverse Fourier Transform to get the complex image\n",
    "slice_image_abs = fastmri.complex_abs(slice_image)   # Compute absolute value to get a real image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9c7eaa87-4614-425a-848b-e0c95f495493",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([20, 640, 262, 2])\n",
      "tensor([ 0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  3.0140e-06,\n",
      "        -9.4855e-07, -6.5565e-07, -1.0491e-06, -6.4659e-06, -1.7034e-06,\n",
      "        -8.3656e-07, -3.3302e-06, -9.4064e-07,  1.2824e-06, -3.3157e-06,\n",
      "        -3.2156e-06, -1.7406e-06, -2.0645e-06, -2.9544e-06, -1.0268e-06,\n",
      "         9.3738e-07, -1.8412e-06,  1.6498e-06,  1.1607e-06, -2.3264e-06,\n",
      "        -4.2233e-06,  3.4994e-07,  5.9907e-07,  3.0657e-06, -3.7355e-06,\n",
      "         2.5118e-06,  1.1278e-06,  1.9376e-06, -4.8580e-06,  1.4382e-06,\n",
      "         4.3099e-06,  3.2024e-06,  7.4971e-07,  3.4249e-06, -1.3174e-06,\n",
      "        -6.7125e-07, -1.8182e-06,  1.0799e-06,  5.9372e-07,  3.1015e-06,\n",
      "        -1.7486e-07,  4.7686e-06,  3.6275e-06, -1.1269e-07, -8.9360e-07,\n",
      "         1.1190e-06, -7.3074e-06,  1.6063e-06, -1.1311e-06, -6.8252e-06,\n",
      "        -7.5621e-06, -1.4771e-06,  8.8057e-07, -2.7833e-06, -2.8603e-06,\n",
      "        -8.4494e-07,  1.0349e-06,  3.3858e-06, -7.3342e-07,  3.4915e-06,\n",
      "         4.4345e-06,  1.9404e-06,  4.2755e-06,  3.4459e-07,  4.3912e-07,\n",
      "         9.8115e-07, -2.3721e-06,  4.1607e-06,  2.3078e-06,  8.8313e-07,\n",
      "         4.1570e-06,  4.0219e-06,  2.6789e-06, -2.2063e-06,  1.0969e-06,\n",
      "         3.2110e-06, -5.0729e-06,  8.5332e-07, -5.9963e-06, -3.2631e-06,\n",
      "        -1.9867e-06, -5.8808e-06, -1.9346e-06, -3.8708e-06, -2.2983e-06,\n",
      "         6.6513e-06, -5.6417e-06,  1.4311e-05, -5.4964e-06, -3.5923e-05,\n",
      "         4.9220e-05, -5.2425e-05, -2.2501e-04, -5.6044e-05,  5.5735e-05,\n",
      "        -3.1427e-05, -3.2207e-06,  6.7537e-06, -6.7370e-06,  6.7966e-06,\n",
      "        -4.5956e-06,  6.5605e-06,  8.1386e-06,  2.9732e-06,  2.6685e-06,\n",
      "        -1.1104e-06, -7.9519e-06,  3.1041e-06, -6.3037e-06, -1.2834e-06,\n",
      "         5.3134e-06,  1.5576e-07,  1.3357e-06,  2.1297e-06,  2.9220e-06,\n",
      "         3.2664e-06, -3.5176e-06,  2.2405e-06,  1.5013e-06, -3.2058e-06,\n",
      "        -1.1222e-06,  4.3772e-07, -8.0606e-07,  3.7765e-07,  1.2557e-06,\n",
      "        -9.4576e-07,  5.1688e-08,  1.6810e-07,  2.0061e-06,  6.2985e-06,\n",
      "         2.1055e-06,  6.7195e-07,  1.1576e-06,  3.3395e-06,  6.1630e-07,\n",
      "         1.0754e-06, -7.4306e-06,  2.4303e-06,  3.4955e-06,  1.8389e-06,\n",
      "         2.3241e-06,  1.1381e-06,  5.5502e-06, -1.5476e-06, -8.8848e-07,\n",
      "         2.4051e-07, -1.5183e-06,  1.7264e-06,  1.2883e-06,  3.4987e-06,\n",
      "        -7.5833e-07,  2.8708e-07,  2.5919e-06,  1.0370e-06, -7.6951e-07,\n",
      "         7.4785e-07,  4.2885e-06, -3.5632e-06,  1.8857e-06,  2.5749e-06,\n",
      "        -3.7644e-06, -1.8880e-06, -8.6008e-07,  3.0883e-06,  3.3975e-06,\n",
      "         3.5421e-06,  2.8582e-06, -4.0662e-06,  7.4436e-07,  2.1942e-06,\n",
      "         3.4978e-06, -8.2608e-07,  6.9616e-07,  2.0633e-06, -1.8787e-06,\n",
      "         4.5006e-07,  5.7237e-06,  4.2052e-06,  2.9022e-06, -8.0699e-07,\n",
      "        -1.2428e-06, -7.6611e-06, -8.9733e-07,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00])\n",
      "tensor([ 0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00, -7.7686e-06,\n",
      "         1.6175e-06,  2.6429e-06, -5.3737e-07, -3.2852e-06, -1.7812e-07,\n",
      "        -1.0862e-06,  5.3691e-07,  3.3469e-06,  3.6494e-06,  1.4813e-06,\n",
      "        -1.7395e-06, -4.8601e-06, -5.1442e-06,  5.1046e-06, -1.5174e-06,\n",
      "         4.0564e-06, -8.6939e-07, -2.7937e-06, -1.8906e-07,  1.5956e-06,\n",
      "        -3.4485e-06, -2.4983e-07,  2.5034e-06, -4.2026e-07,  2.4999e-06,\n",
      "        -8.8965e-07, -4.3104e-06,  1.6571e-06,  8.8289e-07,  4.1816e-07,\n",
      "         3.4622e-06,  4.1467e-07,  7.5507e-07,  6.0210e-07, -5.3737e-06,\n",
      "         3.6454e-06,  2.9253e-06,  1.5297e-06,  4.8149e-06, -2.4971e-06,\n",
      "        -4.6471e-06, -4.4487e-06, -3.4554e-06,  4.8918e-06,  3.1595e-07,\n",
      "         1.4165e-06, -2.6138e-06, -1.2447e-06, -6.3167e-06, -3.1730e-06,\n",
      "         1.6924e-06, -4.9151e-07,  4.5171e-06, -7.2853e-07, -5.4087e-07,\n",
      "        -3.7793e-06,  3.9309e-06, -1.6026e-06, -3.8566e-06, -1.0710e-08,\n",
      "        -3.6275e-07,  5.3740e-06, -5.4759e-06,  3.4226e-08,  1.1866e-05,\n",
      "        -5.9300e-06,  8.1691e-06,  3.6175e-06, -7.0252e-06, -2.2759e-06,\n",
      "        -1.6580e-06,  1.4603e-06,  2.0782e-06, -5.6364e-06, -3.2329e-06,\n",
      "        -9.5884e-06,  5.0478e-06, -1.2843e-05, -8.5891e-06,  3.0082e-07,\n",
      "        -4.6729e-06, -4.5272e-06,  2.7767e-06,  7.1172e-06,  2.8976e-06,\n",
      "        -5.9325e-06, -2.8440e-06, -1.3135e-05, -2.3484e-05,  4.4007e-05,\n",
      "        -1.3144e-04, -4.4781e-04, -2.5859e-04,  9.7776e-05,  2.4905e-05,\n",
      "        -2.6623e-05,  2.1040e-05, -1.8533e-07,  2.1765e-06,  5.3567e-06,\n",
      "         1.8284e-06,  7.1686e-06, -3.8985e-06,  4.2331e-06, -2.1020e-06,\n",
      "        -5.4480e-06, -2.6338e-06, -1.7337e-06, -5.7165e-06, -2.2389e-06,\n",
      "         7.6578e-07, -6.1875e-06, -2.5909e-06, -2.6561e-06, -2.0722e-06,\n",
      "        -1.5462e-06,  8.1328e-07,  3.9137e-06, -4.3751e-06,  6.5728e-06,\n",
      "        -1.5157e-06, -5.5810e-07,  8.1193e-06, -1.4738e-06, -7.8680e-06,\n",
      "        -2.6287e-07, -1.0700e-05,  3.8897e-06, -1.6091e-06,  7.6634e-06,\n",
      "        -2.1723e-06, -7.2266e-06, -6.0752e-06, -5.5900e-06,  4.4862e-06,\n",
      "        -3.7481e-06, -5.9605e-07, -3.8459e-06, -1.6342e-06, -3.2375e-06,\n",
      "         4.6424e-06,  3.2089e-06, -2.6335e-06,  3.6203e-06, -3.2068e-06,\n",
      "        -7.0990e-07,  6.3232e-06, -3.5157e-06,  2.1779e-06,  1.9055e-06,\n",
      "         3.3623e-06,  2.4030e-06,  1.5923e-06, -2.6887e-06,  1.7693e-06,\n",
      "         1.1637e-06,  1.6780e-06,  1.3630e-06, -4.3749e-07,  1.2573e-08,\n",
      "        -2.5399e-06, -2.8703e-06,  2.1965e-06,  1.9965e-06,  3.0773e-06,\n",
      "         2.6505e-06,  8.9337e-07,  1.1278e-06, -7.8648e-06,  1.2340e-08,\n",
      "         4.1218e-06, -4.3639e-06,  4.9577e-06,  3.9053e-06, -3.3320e-06,\n",
      "         8.9456e-06,  3.0485e-06,  7.4971e-07,  8.5449e-08, -5.8513e-06,\n",
      "        -1.2661e-06, -1.0065e-06, -3.9604e-06,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,  0.0000e+00,\n",
      "         0.0000e+00,  0.0000e+00])\n"
     ]
    }
   ],
   "source": [
    "print(slice_kspace2.shape)\n",
    "print(slice_kspace2[0,320,:,0])\n",
    "print(slice_kspace2[0,320,:,1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "35c2fa27-4813-4ecf-b40f-64a4a8926b6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_coils(slice_image_abs, [0, 5, 16], cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "600f612b-a8b1-4f38-be0d-3cd7742a8402",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f776c4cb820>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "slice_image_rss = fastmri.rss(slice_image_abs, dim=0)\n",
    "plt.imshow(np.abs(slice_image_rss.numpy()), cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "43dd0e6c-f3ea-4ad6-a938-80175bc81c64",
   "metadata": {},
   "outputs": [],
   "source": [
    "mask_func = RandomMaskFunc(center_fractions=[0.04], accelerations=[4])  # Create the mask function object\n",
    "masked_kspace, mask = T.apply_mask(slice_kspace2, mask_func)   # Apply the mask to k-space"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4c3c39e7-e885-4124-bfa0-27566aac1b6c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([20, 640, 262, 2])\n",
      "torch.Size([20, 640, 262, 2])\n"
     ]
    }
   ],
   "source": [
    "print(slice_kspace2.shape)\n",
    "print(masked_kspace.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ba39604f-238e-4d56-afbf-daaaeea8b97c",
   "metadata": {},
   "outputs": [],
   "source": [
    "sampled_image = fastmri.ifft2c(masked_kspace)           # Apply Inverse Fourier Transform to get the complex image\n",
    "sampled_image_abs = fastmri.complex_abs(sampled_image)   # Compute absolute value to get a real image\n",
    "sampled_image_rss = fastmri.rss(sampled_image_abs, dim=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "724f7a7a-a495-4310-9b07-19267fa0a2e2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([20, 640, 262, 2])\n",
      "torch.Size([20, 640, 262])\n",
      "torch.Size([640, 262])\n"
     ]
    }
   ],
   "source": [
    "print(masked_kspace.shape)\n",
    "print(sampled_image_abs.shape)\n",
    "print(sampled_image_rss.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "40840290-d92b-4738-a06d-e81b740ab0db",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(4.9220e-05)\n",
      "tensor(-0.0001)\n"
     ]
    }
   ],
   "source": [
    "print(masked_kspace[0,320,130,0])\n",
    "print(masked_kspace[0,320,130,1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2807067b-a9b4-4701-b561-471f62c0f4fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f776b443460>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qFTz22GPY3t7GbDbD1tYWGo0G5vM56vU6Tk5OMB6Pg553zmE0GuHo6AjT6RStVgvVahXtdhs7Ozuo1+tot9tB6rCPo9Eo4IWjoyP0+/0gFe7du4fFYoHJZBLGwnuPyWQSJlzVIceE/VLcY9VJFpgsBRNQ5BGVc0VyAhuNBk5PTwO4qdVqqFQqmE6n50AV/1Pc12o1dDodzGYzTKdTNBoNbG9vY2dnJ4jefr+PGzduoF6vo9vt4oknnoBzDsPhMKzi8XgcVjfbe3Jygnv37qFarWI0GqHdbuOJJ57A5ubmmuiuVCoBb7DO4+Nj3L59G6+++ipu3bqFdruNxx57DLVaDYPBAMPhMEgLtn8+nwcJCKyHkYkn2u02ZrNZkIKNRuOcs8lSLhM4554C8LNYbj/3AJ713n/EObcL4BcA3ATwJSy3oh24ZW0fAfB+LLeifZ/3/vdz6gjcy8njZFar1XCPk0pxOZvNwrsEbtVqFfV6PYA6tTSazSa2t7exu7sbyie2mM/n6PV6uH79OrrdbhhsSpdut4t2u416vY7pdIrRaIRbt25hPp9jMpmg0Whgf38fW1tb2NrawmKxWMMB0+kU3W4XGxsbmM1mQdq9+uqr2Nvbw7179zCZTHD9+nVsbW3h9u3bODk5wXw+D5JM8RL7q1YCmaFer6Ner2M8HhfyGRSRBHMA/8R7//vOuU0Av+ec+wSA78PytJIfdc59GMvTSn4E66eVfCOWp5V8Y1YFMRcnxRlFqcYTyASK/PkeTTWuxNPTU4zHYzSbTezt7eGtb30rgOUKvXbtGlqtFm7cuIHr16+j2Wyi2WyiUqlgMpkEKcT/XJ3tdhvD4RA3btxArVbDl7/8ZTz99NPo9XoAgE6ng5OTE2xsbIQJnM/nmE6ngSFPTk5QrVZx8+ZNvPLKKwFHvP7669jc3ES9Xsdrr72G0WiE4XAYFoRaQja9jCCZ0qdWqwWMlYX9cpnAL3cV31p97jvnPo/lwRMfwHKjKrA8reS3sWSCD2B1WgmA33XObTvnnvAZu5Odc6jX62HgFQlrsIgMoA4hrjSufkoFrjba8wSBrVYLlUoF3W4Xb3vb2/DUU0+h1+uFyef7XOHtdjuI1H6/j+Pj4wAunXO4du0aAAQccHJygqOjIzjn0O12g1Q4Pj7GcDgMkm46naJarWJnZwfNZhOHh4d4+eWXcXJyAu89tra2UK1WcffuXQBLXwItCBLF/cnJCQAEqUkpQQcXv983E5jJugngGwB8Ghc/rWSNCZwcUkHxpubNYrFYUwucbFoEVAvqRKlUKgEjEKR1Oh3s7u4GPd9sNrGzs4Mnn3wSe3t7QfRr2UToBGbj8XjNZGV7T09PQ/kU/2w/df/R0VHoc71eD5PVaDSwWCzQbDaDI6rdbqPb7eLg4ADT6TRIFgA4PDzEdDpdGxuapiruqSJVHSqOiFFhJnDOdQH8MoAf8t4fGzv0wqeVeO+fBfAssDQRrbeLEzOdTtfAmKoLft/Y2AgYgYOjTp+9vT10Oh2Mx2Ps7Ozg5s2b2NraCuJ6PB4H9/BkMsFkMkG9Xkez2US/38dgMEClUsF4PA5MMBgMAqMAS4l0cnIS7P5Wq4XFYoHDw0NUq9UgbQhuuWrZZz7D8u7evYvRaIROp4PJZBKsBKpHMi0tGF7XebGqNUWFmMA5V8eSAX7Oe/8rq8u3KebdfZ5WolStVsMqbrVaayBxOp2e8/6RyxuNRlgdZIrNzc2wwm/cuIH9/X1MJhO84x3vwM2bN4OF0Gw2sVgsUK/XAzMQa9BqoP3O6zrpZJrDw8PAVP1+H91uNzAFJdTx8TE6nc5a7EKlHbFGtVrF448/jna7jT//8z/HfD7H7u4uTk9Pg7OKkoplqOQhkUnoe8miIucYOgAfBfB57/2Py61LPa1EzUGdVIp6FYHAmb3v3HLvPcVgo9FAt9tFp9MJvoDJZIInn3wSX/M1X4Nerxd8ALPZLIhhmlpkCIryfr8PAGs4gdIHAEajEQAE1bC1tYXpdBomqt1ur1k0DEqpR5P9ABCk1+7ubpj82WyGXq8XYhY0kQEE01GtBLVqijgDi+QTfAuAfwDg251zz63+3g/gRwF8p3PuiwD+2uo7APwGgJcAvADgPwD4hwXqCPq91WqtrXx2hB2jNKA/nkwALFcXYxA02cgsTz21FE4U80TqZDCNEdAHMB6P18wuReZkFg4ygRt9GgcHB8Hxo84lNeU4wWQOrliqMlovxEOdTgetVgvNZjMsFBIlDsdHx87GNiwVsQ5+B0AKVXxH5HkP4B/llWveOWfvE4TRTvbeh9VOfcprAIJ/gMzRbrfRbrcxnU5x/fp1dDqdwBB8t9VqrUkWrqTpdIrxeIzZbBYmieqK4JNhYoaKCVCbzeaal4//Cc6IK/g8y6d0YDALWDLD3t4eZrMZ+v0+Op0OptNpCE2zfI4X+6BgWV3rKSqFx1CJOIBAB1iPp6skUP869TVXTK/XQ7/fD6FfSodqtRomjQxGUU+bnj581sv7KsI1rqEm7Hg8DqYu4wu0Smq1GobD4Vp+ArGPmnGMDzBwNRqNgpXC/iwWCwyHwwA0VWKqJ7GISigNE3AlkKPpmQPOAiHqNQQQ3Ki0+4muH3/8cezs7GA4HOKpp57CjRs3AlagvufKHo1GgSloARweHgb1oKKbgS0CWGIQ4MyFe3x8HFYk8QIZjg6nRqOBjY2NwNC0/+v1elgE6g/Z2dkJMYt6vR4k2GQyCepCmZR9Y92X4TF86MSVfXJyshb50j8CQyvumNjB8O729jb29/eDefXkk0+uhZ1p7tXr9RDTp86vVqsYDAY4OjoKzwAIK16lDXUtxXylUsFgMMBoNEKv1wv9oInL71QhlA50MHECW63WmuUzn8+xvb2Ng4ODoIroeiYDDofDUD7Na3Urv2mYQIGauj7Vf6AJFmQKOlw4iTs7O+GZJ598EgDCwDDrhyYow7oU4977EDSis0XVB01CrmwV6VyZqusVuFKycYIpJZToYyAxEWU4HGJ/fz9EHuv1OgaDQWASjg+lFftLDJVHpWACAFEMwEnW8Cmfpdjk32QywbVr17CxsYHpdIrNzc3gym21WtjY2FiLBFIXAwhRy9FodG7iFbhRxLZarcB0XOXqOGL5VB/9fh8nJyeo1WrBdGTfuGLJWGRA1t1oNEK79/b2AhZhfILlcozYfkq/IlSKlHM1vTSPUANDit7JGBxoTgTDw/P5HPv7+2Fw2u12sCoYDeR3xhIABK9hpVIBz1XkxGv+n/ouiA9msxnq9To2NzeDz4OSjOUyrM3PLIOWEBmTkkSDTiyn2+0GKUSAybiHmrscO+tpjVEpJIEGjACEiVQG0BWnJiVRN/3uTPDY29sLNjWzf/gsJ442PXUowSCB52w2C759tontBc5QPJ8l7qDYJ0NTjdCEVdSu4JYTT0+mcy5c896j2WwGJuVzNIkVTLJcvZ5FpWACTijROLCeU0gmUKTOlUFJ0O12g95lrKBWq2FzcxMAQjwfQHSl0P6eTqfBGcOBVMZhO5h6rilgRPfqAQQQzDs1QzU6qk4wLgaas5PJJEgPBrKYwczAEyWGzc7muKmqjVFp1EFMJQBLBmHqlkYSm81mcN12Oh3s7++Hgdnf31+LCdCepjnIXL/hcBhCvOPxGCcnJ8Es5aDSwUNxz3I5wNVqFXfu3Alm2Ww2Q7vdBoC1E1W40ulDIJNwAieTSfivyTBkRrrTm80mHn/8cSwWi5AYq3kPNAnVecRQeIpKIwmAddcnB0rNO4rYSqUS9gUsFgtcv34d169fx7179/D2t78dOzs7mM1m6HQ6YZVXKpWwggaDQfD6HR0dhYmg/ueqZVyBMQYylepveg6ZKAKcqTP2ZT6fY2NjA4PBIIhqSjT1VxBQqvWjUU4AoSxGFzc3N3FwcBBMSg0303LitRSVggmA9ZM3KRopinmfg0NAxNWwtbWF2WyGxx57DNevXweAsBoBhOjdfD4PJiGtATXVOJmDwWBN/6t1QLueTMl4wGw2C5OlAI9lsF9kSoppMoFGFxX8sn4mpPB7t9vFYDBYi2zaOAFN77woYmmYQHEBG63ZPtRzvE5EznzBk5MT3Lx5Mzy7ubkZJoNuVmIExgbUO6cDRZORkqPT6QQJACCIbKZ+0Vmj8QQyB3C234EMQIcTcQZJYyMaCuZ7jHwSFJKxafayLjKrSqQsKg0TKGnQg4OleXXsMBEzxSrFPyeLDh4yEhE8wR3LVR8BI4h8R5F+p9MJkkPNsdlsFjyRBJfD4XAt11Ht+FarFYAeE2AVEGsgiliA75FBGo0GWq1WyHJuNpsYjUaBUVgngWoWlYoJbCycepHePPUbUETTl0+fAH3zo9EoJJhS1XB1DgaDkEFEl+3R0VFYRYeHh2FbGgeZyZ60SqgCaIXwj3UQD7DtwFkaHRlPgbDmGpABNfBEJxKxUqPRQLvdDjhE3cMqPbXuFJWKCYD19HPtANUBV45OwMnJSQiyUK/TxdpoNNDv9wMeALAGEJk0Mh6P14AZmUMDPJq5OxqNgjVweHgYdjINh8NQDtUG8QWtGYp2zZhWhw7NTaoQVQmqtprNZugTgOiYqdWVotIwARtN8UkUzescMDpWms1mSCNjbh8Hn4OpeYqUDOpKdc4F7yGdRnQutdttbGxs4N69eyEXQXEEweFiscDdu3dD+hj1MRE5JQazgmezWfBdqJePqoOqRwNnlIAaGaQ1QUagF5IOLh2zN406UFEHrO/01agYVwQnq9PprOUgcJI5eARfk8kEg8EguIrpReQ7ZCKmiO/s7GBvbw/Hx8c4Pj7GYrHAnTt3wiomU9B9yzwC4CzriDubG41G2OpGs43MTswBnFlIanZq4qoGsjg2nU4Hw+Ew5FAw2qiONuKKFJWCCVQkcqIZ6WPGEJmAoJBpW3fv3l1z9XIlUedvbGwEAMm9DQDWpAPrA4B79+6h3+/jueeew/b2dlhFlUoFh4eHQdIcHR3h5OQEvV4Pzjns7e0F3b25uYnxeIzNzU1sbGzg9PQU73rXu9Dr9XDr1q1wVsFiscD29nYQ+ey7zWhSK2E+n4f9DJQ+dJtTNVGq0WxVT2yMSsEECvjUNGJHVNdp1k273Q6uVE4wrQdaAhrD54RSmnCVsg7W65wLGIPmGMtmPZp1zBA0cwsIPIGzRNSXXnopYB0yIMW6tg04A3aUavQr8F3iG++X2+NUrag6pfrT8YtRKZgAWD/wUQMzxAbA+SPfKeb29vZC1E8ROUUr/e2cYO4uJvpmwKbZbIaAztbWVqibmTx37twBsASW9EVQ1QBnzibuNGYw6dq1a8GvwLJoqqpFoMkzxD3sr2IZSgTiiFarhePj43BfXcdqTqeodExA8KermB3QjmhuAVH36enpWsRPPY4M9tCOp7glMVhDK+Hu3bvBFifY29raCileap7arGeN7hGwcVUSl1iLh1KE5i6A0Bc1/2j26vu9Xg9HR0drE67qJYsBgBIxATup3jF1paq5Q4ZhrP34+Dikl3GClKEABGB1enoaVjAZQTOCdJLoc9BJ5bkDVEFkNu5bVPufg697EyhxmISigJjMDCBgGN2HodKAsQMyvlpXZEbW+aZhAq58FYvA+m5k2s7M2AHOsoy5IoHzp5BRnRBn0ItGE5R1AmeYg4NO0asMBSDk96k5R/OMjh3Nhqbkso4im7rGNtugmW6xU8uJY6AxCPU7aPtSVBomYGOB9fi6uosZOAIQVrz3PuzsJUNQFFIvc3DUxLQ7d1gn/RDcSEKAptKI/n+ahWQiZSj1V2hIWdPiCEyBM+ZjHyjViFc4+QSUNCPJfKxbo64sVz2HMSoFE+iE64BzJXCAFN2rW5RxASJiLcdKFYaQKdo58ZpRrJOqgRqaqVy9qnv5Wdun4XDqek2SIWag+QecxQ7oU9DIpDIpJRXD0MD531VQ72GWJCiyF7HlnPt/zrk/dM79sXPuX66uP+2c+7Rz7gXn3C845xqr683V9xdW92/m1WEBDAeO93hdQaJ2VCddy+RE0LSjk4UDz/djZXLSKTF4j0knrFNXGtWHhsRtBE/7ys+Kh8jMxA9UB5RoTC5lAozdqcz/yliX4TaeAPh27/3ALXcn/45z7jcB/DCAn/Def9w59+8A/ACWp5L8AIAD7/07nHMfBPBjAP5uXiUWTPG76jXa7LSTOTDHx8fY29sL7+s5APS6cVA2NzdDlJDvc5Wqqxc4C+wACCKYUoMZRBpUAhAYhu+pq5cTzrqp0oh3dEdTv98PTEXLgZPOtozH4+A3UPNWGchKhRjlSgK/pMHqa3315wF8O4BfWl3/GIDvXn3+wOo7Vve/w2XJohWpSuCEqe+ANjctAgZ/5vM5Xn/99eDapQWgCZYsh/v8eGIpU7I0iVRtdU6irlbqcY3fc+cxy6fb2PZNsUBsYhQXUKxb5qG7nFFEnqTCdrHevHiBUqEcQ+dc1Tn3HJZnEHwCwIsADr33zGDkaSSAnFSyun8EYC9S5jPOuc865z6rKwlAUj+riNNB1F3Mah9rAIqDq+ha1Yvqc9bLz2QiZifzPfX5q2eTzMgy2R79rLmPtix6EfVZTrplMqo7PR+RpiP7mkeFgKH3fgHg651z2wB+FcDXFXkvp8xwUkm9XvfqLrb6XSdSQRf1PFPL9fBp2tkM1qiVQBWgLlXFAav2hQlVQMpyTk9Pg/XAybYZv4oJdDJ0kwr7p7mLAEKfNG1cYyhqUlM9KDOqpMrzE1wo29h7fwjgUwC+GcC2c45MpKeRhJNKVve3ANzNKXetoYpy1aZWk0slB7N4NRHVThz1o+pj9UzSdFRPJP8TG+gh0bp5hOXrJGrmL8Gl7qVQnwixQaVSCWcQkMEo0chcMezExJIYiCbTZFGRcwyvA5h57w+dc20A34kl2PsUgL8N4OM4f1LJhwD839X9/+3zWgGsiVk76SqaORn1ej0kdgAIcX9G7VgW9TWZg6uWKkabpnsbCEZ19WtOIhlKdbza5/ousB4kU/yh/SdIVEZUx5H+0dfBEDmZhWXrzmnFNDEqIgmeAPAp59zzAD4D4BPe+1/H8ri6H3bOvYClzv/o6vmPAthbXf9hLM83zCWKTp2UlD7TwdaBURxBU1ATTeh1I4ijdCDapwnIgbd2t04SnVJkHN1xxHd5TaWZev0ArK1cMpNmRPN5XdHaNvbLAmrWRYmURUVOKnkey2Pr7PWXALw3cn0M4O/klaukyFsHx7pzdZWEDkgeAQ+rqtfrIY+AUTYNM3OQKEZJnAiVArPZDN1udw2k8Vk7sbRA6DamutA+6Z5GejwpoShN+v1+cFIxeMUkFtbNbCqmvjGxhW3UBJs846wUHkOuQHaAA6Mp2RSNXM3qWVOvIIC1FUv8wMmg+uAkcfA0DwE4m1iGfv3KDW0nlPUpHqFo19NOCCR1shXX6L5J+h8o8azamEwm4fSSv/iLvwjMwZQ3Sg6OZR44LMU2NGBd/yuiVoClQRh9hiKdA82Oq1XAAZ1MJkEakDmAM1Clq5MeQU4u9S2lEomMQxHOFUi1o+KZUkBD3FoWkb06qlQlkdg/bk23uIkqTf0tKSoNE1DkAevuWyJ4G8QhCGJWsPceh4eH59QJGYCT2uv11rZ0M1lTzUlOHKUBM4xoHag1MhwOQ14fbX4GoNhOlkmTj04l9osYQ72VXPEsh0kwGpnU8xSIGVRdKoNnUSnUAUk7oAEi6zkkV3Pnj0qR3d3dtcwiFffA2TH5XN10tzLGryu5Wq2Giaf/ggPbarXW6uGB1ZxE7gvkd5UeZAI6oFTiMfmFEkLNTODMo2mfU9UDrDuo8jBBKSSBAiidcODMg8dOKWLX49zoSz86OgoYgwOrOp9gj6uSk6HmnFoU3P5N0EfrgUmoPB2VG1aZnl6rnR1IQSuFKx9Yt2qYlMJoIPEFYwYsN1aOxTH8r4tHXdgxKgUT6KRTnwPnTzVnh9Te53cGT46Pj9cmVXcSa4yA4perT0WzHihBj6SuSraZKWZMfWdb9RnNI9Qgk2YKMRNIt9tR5TD0zR/NUscTGYffabFo/gFxTpY0KI06UE+YIluueHV8kBhN5GQSJB0cHGB7ezvsTqKYZjqZHtzA1cXfNQKwZoGoGqH4pl6m9cJcQ/XsAWfJMYvFIpiZFP20DqiO1FJQ3OOcC5iEW+EYUuZRe3QYsV3qlCriNSwFEyjXKpLViY+ZhLPZLCR+Uj/W63Xcvn07SBHa2dwFRABH0EhJQMvi9PQ0bGsnA3DCyBRkLG6HA9aP5dUNrQoGKa0o0oEzrKFSgqFtHQfvl9nNx8fHaxYHdz3RquCEqxfzTcEEAM6tcmA9A1lBIqWEml78T0BGMdput9cGlqvXex9WvqoJbQMZjxPFgyP17CEA4ZBKqhNOIMUz7X4yOifdmo+0IACE9np/djSeWjrHx8fB8mDUkEyv6qhIAKk0TGC9b/rZ+gdU9/JZDryicJp8igfIbPx9IbXdVQSriObA0yIgCOREsh0qLagKdP+jtpsqjNKBE0YfAYA1BqZKI5jlezrBmgBjo7BZVBom0MFR5wgnVp+JuY856PP5HDs7O8Hzpnv5AJybJEoGTTxVcwxYP74OQFArevhFr9cL+ITJo3Q8AWcmm+psBbB6ziFBHoEgrRuenQScua31/ARKGTvpbxom4IQrqALWU86BM/++2sD6iyMnJydBT9I7SDOQK4QriStTV6Nzbi2NTAeXzMnzD/iZZaoEsrEKZVJKFqovtXqo37mtjaavcw79fn8tgspooqa4q/tcvaxZVBom0NWtdq16AFVaUHyrrc3Po9EogEEONje0cDcQy1HHC+uh+qBPnhYBTxijk4inp/I5ZvYwHV2P11fLxPaLAFJzB3h+In/jSM9jOD4+Dk4wHT+Ooc2pYN9SVAomsBNrrQGN2BHo2DxAOowUW2xsbIT8Ag4ynUjUvwriqDI4abQs1A7nyWc8Vpbv6HG0BH6z2SzUz7KIG2wyLMvXn7Y5Pj5e24BK0/C1114L+yn1dxmA85nFeaoAKAkTqGmomID3SNohDe2SKbjhkzqZk6eAjeWoJKC5STubK57WA88g0qQNMhNXI1cxRbz+xiIZmriC5VDFsB3MS9T+LxaL4CcYjUY4PDwMx+zoT+QpztDxUSsqRaVgAmDda0jdbV3HfM5KCgVfJO4OooRgEAZAcAPrD0ZQLRweHoYNH0T8ZBAeMc+4PXAGSBnapeSgCrpz5w729/fDe91uN6B9bj1j3zQ3AkDYNk910O/319zAlJKa16hjZMckRaVgAnaMIl5Vg3K2evG0k3T7EnipWcVVpqqDO48BBN/+eDxGv98P1gKDSvyxDB4sPRgss++r1eraL6Dy2BiuTL7f6/WwsbERto/xeUon/VFtglXgzDxmX+jg4jjxJDNGUTV/QjfIcIyyqBRMoKI95jlU8U29S1Gn/nJ64mq1WvD6Ebkz15CinvWenJyEE0uYtk1swUkgSudK15gBcQXVEcU0+8FTU8kczGGYz+drJ5+pa5yMTpVBjKEmIbEAHWPWrLbAM4tKwQTAGSNoLF/z9tiRmNhjwEezkjgBVAFc+fTI8SfsqTJOT0/X0LZmEWsAiBs+uIrr9Tr6/X5Y8cfHxwEI0tfPkHe1Wl1LcOGBU2yvhrEpeSyO0F1H1iRU/W9zJLOoNEwAYG3lKSknq5Sg6uCg06sHnB0czZjBdDoNvylI/U5dyygbs5K414/RPQ3J8iwAfuepJcQCNAvJZArwiDN0wnXjDPvO0DJwZvrRH6BlUgJwwWi7iElijjVLpWECin5yPjuiYo5ikp1VNzC9amQkPQKGKJ36Xs0yPU+QK03j+coAPK2EE8hfN+90OqE+vkPTs9/vr2EBYP2HQK2Ot0kveu6CTihjCgqaAQQm0kyjN43H0HrxbPq06kor9jkptLOJ/plNrEASQHD2qLgFzlQSVQ6ZTfMK+PsCdOiwbiaYqLqyjKvOIpqQbB/PNtSII8smkNUQODEEx0bHhGXaXMgUlYYJgLP9BGQEDYlab6H9zAGgiORE8beLa7VaOPuX5hyf0+QV4GxQgbPVR1xAVzHxAlUJ1RGznbRMxiYobRj5U9OQYFUjnQDOeQUBrFkL6jXVVa8MkkelyixSp47+iIMGfKy6oPjT4IxiC+be6blD3W4XGxsbawifaoN/BIH8jSRNBNVVzGds0IgqR5E7cGb62WRWinb6JTh54/EYvV4vqCj9aRy+a51oek8dZCkqhSTgSuHg6QAB60EkTrKqABIDPzyujhs4Dg8P4ZwLoJGbUTQRQ3crzWazsN+AARsN/CiA00lot9uYTCbY2trCaDRCs9kMv85qA0jEBFyxXMlsu/5u0nQ6xeuvvw7vfThEs1KphF9l1+imNaEpKbKosCRwy+3pf+Cc+/XV96fdJZ1UApzpY644ikv+8ZlVHWviW50idAZ578Nx8/1+H4eHh8FaoI1Nn4FzZ4dfUfxzwhQ00nNIke/cWeoXVy9dxmwP8QljBbrFnBKFDEIm0N812tnZwYsvvhikyeHhYRgrqiDd9KKucLZbx+6BmADADwL4vHz/MSxPKnkHgAMsTygB5KQSAD+xei6XiIrVncvOULyT1EHEd8n1/NNMIfUFkHEocbhlzQIqShmqCg645h0w5kC9zdA1mccmuTJaaPcgUPXQxCSobTQauH37Nl577bXAALrbSJ1DmoCrE6+LKEVFD6l4C4C/AeBnVt8dLvmkEk4oRaEOHnDGJJx8Blt4nVk+ZJrZbBYydAeDAV5//fUQaSOgo1lGM29zcxN7e3t4/PHHsbu7i52dHWxubobTTehGVs9mv99f2xamh1PTTGMfWAZxCKUePYdskybD8nTU+Xwe1ABxDtuhG3csPrhMP8G/AfBPAWyuvu+h4EklzjmeVHJHC3TOPQPgGQBhhXCVAWc/48JJVbNLcYGKb4o//dn6+Xz5W8PT6RSvvPIK3vrWt4bAjIJLrn7uIeSvrR0eHq6hb6oNBpnovWMdnASWS7Hc6/XWUsRUjJOhmKlEzPGlL30Jg8EA0+k0HIjN+wqYNebAMeIzGky6byZwzv1NAK9573/POfdtec8XJS8nldRqNa85gFxJ1ixUt7LqRcYKNG+fAzkcDrGxsYFms4nDw0N0u11cu3YNlUoF29vba2K/3W4H844JIwSL/X4/iGIGbjQwRabjMfwsg8zC1c62acDn6OgI29vbmM/nODg4wJNPPonnnnsO/X4fi8UC9+7dW/s5XOBszyKlie6GUjVgfSQxKiIJvgXA33LOvR9AC0APwEewOqlkJQ1iJ5W87AqeVAIgIF0OKHGBgkJ1j3JV6fMqLZjZw0zg/f19AMCdO3fQ6/XQ6/UwmUzC3kSL2lkPnyMm0AGmxOn1ekFFaco5dyHR2aQJKjphfIdJrM8//zxu3bqF8XiMu3fvhnp4UBdVAduiAS8yhx23LI1c5PSyf+a9f4v3/iaAD2J58sjfx9lJJUD8pBKg4EklelvRLXD+ZHNVDRxoIn0ODoEZfwxzPB7jpZdeCiv3K1/5SogY6g9YHR4eBrBGIsCjqceNHgCCl280Gq3FFSiq6/V6+HUWYhnFIpRArM97jxdffBEHBwc4PV3+LhMPt2LgyPuzH8GiBaSMqYkqvE4fRooexE/wIwA+7pz7VwD+AOsnlfwXtzyp5B6WjJNLatuqGKPZqKuHzwPrx7JQJ1NsMmO3Ujk74OEtb3kLTk9P8bnPfQ5PPfVU+EUxde+qT59OLP7yOgM7/Jk8dfHqtnZOFn0VdGZp4ikB5WKx/AGvF154AQcHByECSVNW1QcZHzizkjSeEIsb5KkDl7NI3xCqVqu+2+2GBsecRMD5sws081glhPrSyVC01ekl3NraCvl/+/v72NnZCT8hs7W1FUAi4//6AxjEIpRAZAZ+3tjYCA4oglW2Q03N0WiEbreLL37xi3j55ZcxHo9xcHAQfrKXp5aqCqTHkJaOmsW0QtRjSVWxYraoTigNE/Bsf+DsyFhNP0/FE6za0GCNkgKlRqMR4v80++r1OnZ3d3Ht2rXAEM654ENg3IDWAa2J27dvB1A3n5/9QAaAYGmMRqPga6CkuXPnDg4ODsJP+PDXUvhzPnR0se0A1tSgppVxjICzlDRKMUrULCYohduYIpydpGWguXQA1sxHAGvPsxyLGdQPT3E9nU5x7949zOfzYAVwhd+7dy/8FnG9XscTTzyB3d3dtaSQk5MTbG5uBq8eN5YSlOmRcjTV+JO89Xodd+/excHBAabTKe7evRvu3blzJ4h4zQ9Qka65jeol5GfiBo1P2PjCufEvgySo1WqeP2vLDmukDljfsg6su4pVMqidTrQcA0inp6drsQRaElQ5nNBer4ft7e3gNOp2u+h0Omx3yFHkcfuLxSKkoxOYHh8fh/jF0dFR+KV2MuJgMMDR0VHYZq5zomrNzhUBrbrPtd+6IWa1a7nc6mB3d3fNKmBHSPQIcpWQKPpVL9p4A7EDfQH0KJLp1OdPMa/p4jT1GH3c3t4OwSFaCO12O+x8orfy4OAgxCxGo1HYQTQejzEcDtcyhZg5ZFcuvxNf6H0FjMoAfFelyCowVW4mIEiLcTv/s+N2kHhfc/DVyaTXgPUf2CBzcLIJHBlVJB5Q3csIJYEXn6Nvw8Yp+J9t574Bpq5z8jXkbDORLANY1K8qISb+V86t8mICAGtAxk4cV7M6g0gcDDvo6rJVNQOc/2EJXUVMMWMSqR5y5ZzDtWvXgpnIH6Nk1HA8HmNrayvY+d774Fkk4mcEUlc9JZviINtP23Y7BlZy8v08PACUiAmAdWBn9WBs9fMdkk62xhR4j8TyVSIQMJIRuQew0WhgMBgEBw1NPyavMnhDVcR8AG4RYxq6HjVDFaaBHe2T7bMuCmUAO/l2su14Jse9DOqgUql4xt11Rdu2aSftQNj7MVKTyZZpy7bl0jpQy0VXrg421YEGdixzK5gF1n/kI2v1Ko6J9c+a0aQV9ii3OrCTqpNj76UYNyYhYmIz9k5s4PVZ+gFig5xiWi3HTpxlilR7rATMq8uWn7cwgBIyAZCe7Jj7M0sixL5bwKj3s9phGTPWhtSgx1ZuSnplMWpRZrkolSLRFIh3XnV6SgSqJRAbUGB91fG7vmsnPtYWUop5bFti9/Vaqh47mamJJ8WSSVh2XjJJKKPQU28AaaNjIMl+BtYHIGZexjCFFc1Zk26fyVppKemTJQXsc5asBLKhbFtfTN3ktRsoERPEJiHGADoh7KhFx6mByVpVWauS1zV+kWIaO0H6fkwi2b/YdesyjtUfu1YUP5SGCYDzjY1NlN6zK8oibL0XK8+ajbF6s1ZtDLBy0mKiW8vJ0uExSZX3XOxeqn5LpWKCFNlB1usx5Jx6Rz/HdKb9HtPxWSCtiOi178auF1Ep+tyDUmmsA9tJdfbEVlxswoH4APJ6TDfHJjjWHrt689RX7Jp9N2bzp6yGFL6JqRx9pghTloYJUpNnB0o7r0DSuptjoMgygr5DSjENv2t7LFNkWRUxymOALKbMYi7bjrw2lYYJgGxMoNlGMbCW8iHEVntKIlh1k2VtZIn0FGPllZl1XdtIVWbbGuvHm0oSpEyl2ApT5ki9F5MM9jnrotZBzhLLBH+xdsXMt1jZWVIjJoWUtN1636rIN506sGZfatWmsACQXj2x+1bFxMrkMzZmb9uTkiQxsrqbzBrDGykslGdd2DLeNOogFgbV/0AcPPK6DqqNqcfEY56UsO2wz+rzMRAaKyc2eTEzNQsbxCSP/Ry7n0WlYQJS1uovoj/zsEFqUmOWh96zjJVSHSkUb9uZmnDb39R4pBaJXRhFgGqp/AQpHZYS4/xuyyhaV0p9pFC7xjIUmKZ0fArRx55L9dtKOfu+tjeLobKoVEwAnBfTqpd53+pGPq/vK+lAZZlfqRWYAotE6TFT09av//W63WNh+27bldWPWB3e559jWCom0AYXAUr8HHvGfuY7sYQSW5+SZbYUg2SJ7FRfU+Vp26z6ifXN9t2qgTyVUPR8gi855z7nnHvOOffZ1bVd59wnnHNfXP3fWV13zrmfdMuTSp53zr27SB2plckBUm6OiTs+kzchNvTK/3Y1xzACr8cAqrUoYhObapO2JabvY0wYKzfFeJfCBCv6q977r/fev2f1/cMAPum9fyeAT+Ls19G/C8A7V3/PAPjpIoWndL2dDDt5qSCQFe32GV7Xv9jqs+VpOalJsG1V5rTiPMbwJOvrSLXJSqWscY3Rg6iDD+DsRJKPYf2kkp/1S/pdLLewP1GkQDtBmoKtFMsdsO8DcSCVV7e9phPLutV1nNLPbL/+z1JxsXZQPaZWf0yFWEYoYiEUZQIP4H86537PLU8YAYB97/2t1edXAeyvPoeTSlakp5hoB55xzn3WOffZLD1uOTm1amMrPm837rlOJkRubMXbTbBZ5WlbszBJqoy8lRxrs9aR935RP8G3eu9fcc49BuATzrk/NQ3wzrn85bb+TjippFqthnet/rN6LjZwKVFqU8qLoHg+l0rjjp2XkCrHtlP7kwJ8WmcMo2RRTAIWYaJCksB7/8rq/2sAfhXAewHcpphf/X9t9ThPKiHpKSaZjbefU1Ig9U5KNPNeXj0cMMsAMX0cq6NI/+z1VH/sAsjqt8UgVo0+sDpwzm045zb5GcBfB/BHWD+R5ENYP6nke1dWwjcBOBK1kVdXaHRqhSlZcasgzwZZssqKTYZigZRqsGg+1jb7PWtlpvqnTBljzBTwLKIKgGLqYB/Ar64KqwH4r97733LOfQbALzrnfgDAlwF8z+r53wDwfgAvABgB+P4CdURRcZ7ItBPFHbxFBzqlbrJ0fUzSWABqmTN1eFRMguk9HQfLnLYPsb2PRfFEaXYgcT8fiQOjh01kdahwhyMiNvZebNAvog4ss6TyIVQNFakzRjHMZHHL6sSSaGGlCSDFwFZsYlX/ccWm3KKxgdRVnjXACiJTgDKGQWKTmwX+UtdiSSO8HutblqS8LOvgoZNtaBH9D5z3AKYsCVt2jNHsqoyphjzgaSfdfk6tfEsx8Z41DvqMAsQiVkVpYgd2oNQOzxLfKdBmr6WwQgwj2O8x/GHrSF1LoftYW1MMFsMutvwYE5DyAkilkQSWYqsSSItdvUayqkInMjXZdoNJ3upNidvYhKY2yei1WP9T/VbSsrPqiVGpmMBydkqU2YnM0rf2uZget3XHytDrWbgiJW1S6D4LqMYYLSUFs9qaR6VRB7GOx/bs8y8rLhATw3pP/2uZsfe1fXkMaXFE1iSl2mXLjR3QZduvbcxSbykqDRPowClDxFYAn7dkBwGIu1CtdIhNeqzOLLStk5M18BfFNbFJtUz1IO0BSsQEurrtXr7YyorpaF05qTqyvus1lpfaKR2bDP2cEsMx5osxeqytsf5a6ZDFZCkqDRNkDVyMUoEcO8j8HNOvWWLaiuPY8ynwlmqHkpVyWTgnbxHkSck3FRPof/s567kYpVSJBXZ5Zeg7rDeloqwppjjGtsn2RduVtQU9pvKyVEjsu6XSMAFwftB4zT4Tew+IewbzAFqRsm0OgCaL6Pcs5uLzOsGpOnk9xWxZ790PlcpETHGwTnLWNetl04kiZYn02L2sVZeFKVKiPXUvj1H5Tup0t6LmYIxKxQQxvZ66n6XXYwOSUgNZE5RFeZbCRURy1qSmVFKszlj7ilCp1EEW2QlO6Ut91k5G1sSkQGIMYNoBjtUbyyu0/eHzsSSWPMSfGhttX0ySxahUkiCLLNrOWon2Hb6n1y0TpVavDcLkofGUarFkGSoPT6Te037m1ZmiUjFB1kArWcCUN+gx+/oi7bFk9XJKQqR0dsx8TPXFrmbFP/r9on1QKo06SCH81HN2sGPiWY+7sTgiCyDqM3kiOHUtZRbq/TxGTzFslnq4iKQklUYS5CHplM62zyrFkLSVIrF3ssq0IjyrndZSyAJ3Vgrm4QBLRVRJikolCWIiOzYguooUDNnyUhSbLIvEi7Qz9T/VhxQD5GGMPJCZ1788Kg0TWMoCOzFdmrIEYivOTkbKgZOSGjH1k6WetIxYP7MmTCUDGYLX6XyybbGHa+UxRCmZoMgRtbFn896zeCNPr8cmPdWOlLi3kxe7l1V2lvTjZ1sGr2Udi69UGkyQmjwV1TF9mZrIlIjNYopUmTHTMY+BUt+zRH+qXNv3GF6IScSiaqEUTBAb9NiKyhqk2DP23Vj5toxYO4owXaycPDEfa89FbP4Y4Ew9n4mRLgIgHhZVKhUf++GnFKne4/eLAEHWwXtZdD8r67LpfvpnafVbT9HOlgITpCRBSr/GQFgWALroxMVWdqpuvRcrpwjuiKkqvZbaip/VriJ4g1T0pJJt59wvOef+1Dn3eefcN7uHeFLJqpxUW5L6vciqLnItVU5KraTq1uupidL6YnhBTeA8aWDrLTImQHFJ8BEAv+W9/zoAfwXA53HJJ5UA2Wi86GqOif0sKWGfSU1WEV9EVjkpkzVVFt/JqyNVb5F+h3ryHnLObQF4DsDbvTzsnPsCgG/z3t9yy63pv+29/1rn3L9fff55+1xGHZ6/LpYHgjLKeCB9bd/PKu8idV02jihanh2v1e9K3jcmeBrA6wD+k3PuD5xzP+OWW9Qv7aQSbXiK7kfUP8j9ouopjy6M1C/Qz5SUKFKOUhEmqAF4N4Cf9t5/A4AhzkQ/K/cALsTu3vtnvffv8WcHYRXm8CKAy35PYYlUvVnP5IG02POxNuc9W0BKr70fc4YVGdMiTPAygJe9959eff8lLJni0k4qYaO18fZzkff0/6pda8+mTL0UILPXUhNpJyEGIIu0I7WKU4Ay1p4YQMyjXCbw3r8K4CvOua9dXfoOAH+Ch3BSian33PciK0mfTQGn2HNZ78TaliorVTZwf+ZmnvRSyyGrDVlUyFnknPt6AD8DoAHgJSxPH6kA+EUAb8XqpBLv/T237OlPAXgfVieVeO8/GytXyvdFf8PvYVCWJ5Kruii4i0mRy6T7BZorX0O0YaXwGGYxwUUH9WE//0bRZbWLTJPFBKWIHcQoC+Xa1Zmlf/MoVc5F6TLK0LKyysnCM1nPpqgUbmMl6jALamK61d7X//Zz1rU8R05eW1P37qfMvLp0bPKcV0WpVEwQA1D63z5rJYL9r4Ap9X4emMpC5pZS7c4CtUUpy5WdamdRRiwNJijiH189uyYuU8DtsjyIWVKiiFexaHtT5abqLzpWfHf1V25gmGKCi4jqy3L1Fq3nsl3CWnbq+0Xe1etZwLCU6sBeu4yBzhLf91tWFka5X3oQtRFbQEWYqFRMEKOLmnsXKfdBzTAdZP2fV+aD3i9KRRdQqZggZQ4+zHIfpPwY+CpivuXV+Uar6LL4CQbe+y88rM6/0YN6CQx2DcCdy2rPit6WulEWJviCl2jiX3Zyyx8CecPGo1Tq4IoeDV0xwRWVhgmefdQNKBm9oeNRCmfRFT1aKoskuKJHSI+cCZxz73POfcEt9yl8OP+NNz85555yzn3KOfcnzrk/ds794Or6pe7lKEw2mvZG/gGoAngRwNuxzFr6QwDvepRteoP6/QSAd68+bwL4MwDvAvCvAXx4df3DAH5s9fn9AH4TgAPwTQA+fZntedSS4L0AXvDev+S9nwL4OJa/sPpVTd77W97731997mO5mecGHsKvzhahR80EhfYofDWTc+4mgG8A8Gk84F6O+6VHzQR/qck51wXwywB+yHt/rPf8Ug+8Iabbo2aC+9qj8NVAzrk6lgzwc977X1ldvtS9HEXpUTPBZwC80zn3tHOuAeCDWO5b+KqmVVr+RwF83nv/43Lroe7lSFIJkPL7sUTHLwL454+6PW9Qn78VS1H/PJabfZ9bjcMelju8vwjgfwHYXT3vAPzb1Rh9DsB7LrM9Vx7DK3rk6uCKSkBXTHBFV0xwRVdMcEW4YoIrwhUTXBGumOCKcMUEVwTg/wO6XlDIQn/z6AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(np.abs(sampled_image_rss.numpy()), cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d68b956a-b440-483b-9408-8fec20d653a1",
   "metadata": {},
   "source": [
    "# SENSE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "774e65ff-c7d8-4363-9199-4db17c16af24",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/tljh/user/lib/python3.9/site-packages/sigpy/config.py:15: UserWarning: Importing cupy failed. For more details, see the error stack below:\n",
      "\n",
      "================================================================\n",
      "Failed to import CuPy.\n",
      "\n",
      "If you installed CuPy via wheels (cupy-cudaXXX or cupy-rocm-X-X), make sure that the package matches with the version of CUDA or ROCm installed.\n",
      "\n",
      "On Linux, you may need to set LD_LIBRARY_PATH environment variable depending on how you installed CUDA/ROCm.\n",
      "On Windows, try setting CUDA_PATH environment variable.\n",
      "\n",
      "Check the Installation Guide for details:\n",
      "  https://docs.cupy.dev/en/latest/install.html\n",
      "\n",
      "Original error:\n",
      "  ImportError: /opt/tljh/user/lib/python3.9/site-packages/cupy_backends/cuda/api/runtime.cpython-39-x86_64-linux-gnu.so: undefined symbol: cudaMemPoolTrimTo, version libcudart.so.11.0\n",
      "================================================================\n",
      "\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import sigpy as sp\n",
    "import sigpy.mri as mr\n",
    "import sigpy.plot as pl\n",
    "from datetime import datetime\n",
    "import time\n",
    "from datetime import timedelta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "fd7818a1-e589-424a-9570-d338f5fa7edb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0d4d8f49d5f54e88ab50f50e9bc03dbb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "EspiritCalib:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time usage: 0:00:33\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7f77561866d0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#灵敏度分布图\n",
    "start_time = time.time()\n",
    "mps = mr.app.EspiritCalib(masked_kspace.numpy().astype(\"complex64\")[...,0]+1j*masked_kspace.numpy().astype(\"complex64\")[...,1]).run()\n",
    "elapsed_time = time.time() - start_time\n",
    "print('time usage: ' + str(timedelta(seconds=int(round(elapsed_time)))))\n",
    "\n",
    "pl.ImagePlot(mps, z=0, title='Sensitivity Maps Estimated by ESPIRiT')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "321f087e-6165-46a7-a095-186ddf5ec0d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c42abb3b5f784cf4a8e78397a4820733",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "SenseRecon:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time usage: 0:00:42\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7f7755295d90>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lamda = 0.01\n",
    "start_time = time.time()\n",
    "img_sense = mr.app.SenseRecon(masked_kspace.numpy().astype(\"complex64\")[...,0]+1j*masked_kspace.numpy().astype(\"complex64\")[...,1], mps, lamda=lamda).run()\n",
    "elapsed_time = time.time() - start_time\n",
    "print('time usage: ' + str(timedelta(seconds=int(round(elapsed_time)))))\n",
    "\n",
    "pl.ImagePlot(img_sense, title='SENSE Reconstruction')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ac15bef3-a52b-4518-ad60-ca64224c3175",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(640, 262) float32\n",
      "(640, 262) complex64\n",
      "0.0003293508\n",
      "(640, 262)\n"
     ]
    }
   ],
   "source": [
    "print(slice_image_rss.numpy().shape,slice_image_rss.numpy().dtype)\n",
    "print(img_sense.shape,img_sense.dtype)\n",
    "print(np.max(slice_image_rss.numpy()))\n",
    "print((np.abs(img_sense)).shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "306c0ccf-db46-4ce8-8612-d463abaab5fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FE2M6mtwADixybI6XO+y4ghzzkmOZblOaUUHHbL/RnRXrEfvN720CCLF/cuMXFX8EK/H58SeCinjPsBim3JEXPh4eMJ4b4whgcqDI2+XPG7Y13OtaVdexNbEvY3ty8yS2vWksIksU25GT4pYqUqRIkTuK7xhqUqxROUaJ1msEGfG6WDaSO5vIgUEOTPlvr3cMHM1tHaa+udghr2NTkjjuje2O1+QUNW3158UxyCn+GOfTxAR533nb4v0u7Bjz8ghixtWXAx+xjldXVwN9HesS+9jzAMV+o825wPccGImAwiXG8uRidfxe2pGbz7GcmBXZAa63aVgAP1LATZEiRYrcUVjwm7b8Ir4wR6WRY1S4rol14LMmwJNT8s7sRCXs90TmJDIV8Xn+f1T6bBOPYCMqw6jAIrBqarPXOwdGckyP92MOYDhgbbqG3UCx35qAj4OxHBDOsVfDxjrXBr8usj1x7CIbltv23/S8+JmDk8gGNbE5Te9AvD4HegtzU6RIkSJfo0Tw4Qt2bgGOMR+U0VQ20mRJ56z/pnT1OYYjx+bEa3PZbodJTinexqIMuy/WLf6fc3n4Nbf1RXR75JQrf8c+jEDNnxdBxm31GFbfXD/kdppJg8n8cgCyqexhEkFmjlHLtatpTsV3JgfE/XdTW5ukgJsiRYoUuYM0WZvx+3jPb1PmsGfc9qyosN3yze2GGqaAcu2Lkqs30pQlOOemiEosx5w0sU45kOKfN4GNJmCaY42a+onrPZjX+8Lv8UBfZzz4Pje23i9xzGK7YxuHMSK5uuba1gREaDff8zPskNXb+tH7+k1cUS4loLhIkSJF7iiRPckpCaSqKrXb7dcUcVQKfOfX++fR/cFzveycMskp92HWd45pGsY6RaXr9c1JVL7DmJMcS+X91MQGRMkBH68zzEddvx5MfRtzwP3etjhGTeAg1w5+mtwwOSDYJLm52AR+4vObyolz1euUC1Rnfg4zBnwO53aS3eaSkgpzU6RIkSJ3lqiQ3IIdFjcxjGnIbbmOSlIadBP4LpphCsZBzjBA4KAkHifhv2McT+64CA8WpU9izEqunc4sRYYm9hdlxziZJiYnMhS5IzRyyj8XvBu/bwKMPva5uCJnfNx1GOdM0/MjWM6B0hwjFNudC/DNjUtT+2Ib+fzq6mooa9YEhOM8uE0Kc1OkSJEid5QIFiJL4tJktTaxOS5xa3B8lm8fzrkR3mSrb46dQOHktrnHcppAWY7Zury8fA3w+I8zIE25YJB+v6/Ly8vUlxHUeZ6e2Lc8z7dWe194n8COOaDL9XVO+UeAFmOZIoiILE/Tj7cxArY4Vrl6x/Ei8Nn7MLqXcsxhDqTSX97X/r/XM5YV7/ttXFOFuSlSpEiRO0rOnZCzRFnAc64etsy6NFmpDn6iIo8KL2et556Ts/Jd6V9dXWUZEQc+sCbOOkTwE4Gdg61YftyBE5V1DhjlmJHIbkVg6P0Wx5J7nJWJ49A0Vk1A1uueG4OqqgbOwIrzKTJmOWYnx3LkACRAJTc/fD7H8ct9l2t7XdcD6Qlyc9PLi6xn07jcBnQKuClSpEiRr0CGWcORyYlKJ36WW/iblKpLE0BpqheSYzO4Jgc6/HnxuZF1iko73psDBDmlHevtzx62Ky32QwROESzk2p6r6zDlGvuJsnPMhveNMzo519YwgBrLawJV8frc9xGox2sdbORAeUxA2TS3uFZ6HXg11a+pzlGKW6pIkSJF7ijRdSC9fiZRPG6gSaHkFnJJA0HF8Xk5hZaj+N3tkmMvcu2KSihXz+gu47kOVCJwcOXNda7omliU+HkuLiWOSyzDf3udorslKmdnUmKm6dhfOcYhtjvWE2liyOK4eHyRt4MxiVmO43VxHjQBi9j22D7qEttwG7Bpqpd/11T/26SAmyJFihS5g+QUboxtkAZ3ieR2P7kidaXZxEx0Op3XrF4kAhKPN/HvebbfF5VaLDPnAsuBEcAUf3c6nVQHV6AxdqMpCZ8HJkdg5ffmgEyr1VK3232tvQ4OHFzlWLgIVnKA0EFQE9hDCKx1l1fOhdcEiuIY+ryLfezXRPbJQWuuvf53BB7e3lxundw28AigYpB6bHu73U7zJ343TIpbqkiRIkXuIFHh+ILtoAVl5tdxjbMPUVn79VEx5+qRs6b5O4IVnp1jSdxN4G4S6tfpdFIcTo5NioouAjevR5NbzNvpQbzUm88BKc6oEKwc+97HJQI+/99Bj/+O8Teu1GPZOeVNGyMYcCYqt7PMy4vAKc63CGRiWd4WdytFdigHkPw5sd2AnNycivWJO/r8+jiP4s6xaDjkpICbIkWKFLmjuHJp2o2DIsxZ4J1O5zUwEIGHi38WFUcu1iQqohhH4/ejXD3uxY8N4LkAhqZdV66EXTnFrcH+Wa4+rsyoi9eDHVJcc3V1NVDfqAhjX3AtQdM+Zt4f8cyuHMPkz8h9zncRAPk9PjZRImBy5sXPtKK+DpYcNPFdUz3jOPmYRADm9fI5G8fZt+r7eHp/xqD0CLRdSkBxkSJFinyNEq1/tzTjdf6dszHOBnBt/LvJFeIKLkoMmEWisve/oxJxxeXXx99c60yP17EJaOXqkGNCKCen8FxZRtdSzo2TA2VRUeee33S9K+7Yd7nrY338OQ7Icn2WAxpVVQ2AL2eqfN75c718/vf6ev/EORjLbOqXJsDnY3XbmEWmqWmORSkxN0WKFClyR4nKp0l5+6IeKXhXWnFRd8mBD//b6xIVWKxPLCPWYVgb/d6oxLyNsW5+f7wuuiZinfy7JuYk1jvuMquqwQzE3lfeD/GeHAjwz3LsQmRpYtlxfJqCZx1A+d8RhOVifeLzvD3xx/sjurq432N0cvO4qf9ydXVxgJ97h5qAbZMUcFOkSJEid5BIu0uvxys0sR5NiiwqXFfEOWWSYxacTcgFdubakKu/14trYzyKl+PXef1z7fUkfcMUpD8rKuhYp1wbc6xBVM4RWDaxW7m+afo+uij9d24nUwwuzoGC2Iamz2LbXPya2OdNAcbxs9z3uWcwByNgjsAu1jUyNG/CprkUcFOkSJEiX4GwWOeYAmkwO2yTFRstZ/4nmJYdI37/ba6nGLiZs9iphwfmxmd4GyKoyDEulJkDTu5SicxSdLd4uZ6x1usamYIIDqPSdqUb+4Ax6na7A7EqOaAQmZ/4mfdRHLcmZszjaWLZtH9YndxNFYFoLpg79/y4FT0CJ58ruWu9DXyXy1LsgNLr59m6PQaM65vcsC4l5qZIkSJF7iBRuTiAiYo9xsewUOesWGcXYsyKSwy+9Gva7fZAcK3vLIpKnd1P/B/zvUSJeXdcGXvW5Lj7aFh/ef1jnEVdDwYTOzjxOns7XXIMWgSf9AHP8vrnWIxYdmSPrq6uBgJ9I/DKlRXZGAdml5eXAwDM6xd3WMVAagdYDlRy7Bp9GM+Byu2Mi+2K4nOcuezZl2P/RsAUy3fAOUwKuClSpEiRO0oT3e6K039HBd5ut9OuH8pwheIKyJW5Py/Wg3vjDhqeF5mGi4uLgXJzrIsLijvnEsptTXbwFOuYY68i6Isgypmw3PboWOcIQCLQqes6jUFkfHLjm5Ncn7lSj4AyMkzDJAcKI7uTA1xNgC4ClNhnEZBFlsXrHwPk/Z5hgNL70UGgty8yeP7MYVLATZEiRYrcUeJinYtbiApCGnQhxLJyiniY4naXhT/Dg2djnYYp1CYl7fXMKXkHA9HajmU2AZDITHi/eT34nDa66yPHCOXAReyXqKBz4DHXb1GZu/jnuWDYCKC8v3NAIAKvCGycsYtbur2t3r+xfT5mkUVzhi+2I/ZFjj3yesTt6dzfBK5ifzZJATdFihQpcgeJ7g5nZZoYlXiflAcFfB5dXcOU7G0KIXf/bQo5tjG2w8uIOVVinZvcPP6cXN4baRAYuFKPgKGJWYkxOnELeSynqiqNjY3p8vJSFxcXjc/IMSZ8ngOVfs8w4MTY5xivJrCUc1P68yOQivPC2bAIEHN95HX1a7w/ctvK4xyPge9VdROnE92l/X7/tZPFX6vP0G+LFClSpMhQiRZqEx3P3zmmICrjJqamyfUgvR7r49a2P5NYGVdyzmrE8mN7ctdGtikqxFyfxNijCAy97xyURKahCWzlBHaHukSFGusjSWdnZwMnokdWwdsf+6KpLrHesT+8L1HskUHKBRx7Hw6rmwttow4e6Bvjrnwcm2JecgDdY6FiYLdf6+PL83Ptb9oy71KYmyJFihT5CiRS8VVVqdvtDsTSuFWds4DdGse10Gq1UiBpfJa7DuI10dWFsojPcpAV698k0dXh7XHl50rLmQAHPDFIONbT/45bq2P/x78jW+Sfxb7IAQKuzQUy5753cBH7MzIqOYDD7ziOTQAl1xfD2pEbWwdrdT0YSB1Bp9f7NqYsMkW5OKxYnvdRjj3y8cyxWS4F3BQpUqTIHcUZAVd4AI6oDFi0WfDjrqa4A4Z7+D6yRTw7XuMKNiqbGDeRs8ZzW9Qpw10D3j6Co3MAxd0PDtD8OSg3QGFkiaI7w/sxKvacgvZn+XEYLv4sAKZvb4aFiGdr+Xg4G0JfxfEhKNtBrbfNx8uDwCMrFJ8dQVMEQDm3nwMMr0/sU8rPgdocQMvNyVgPb1ccp/heOAgaJsUtVaRIkSJ3kNxiHb+PlrQrEwcI/ObHwQ8uA+6PbomcdZ5zMbhQn7j7JV7jroSm2AraX9f1wAnOfh9KmuflWIzIcvC/75yJDElkQeJ4AIKc+XGwwf2uPL1fXJlSZ98m7exHVPjOMPhYs/XcxzI3H1zhx37y8fa/PYjcxziOu98T5wIncediW6hzjIGKfRTne3R/+bggzoJFEJZ7N5qkMDdFihQpcgfxxT3HniA5y1gadHl4mW6p+rUOKoYpPT7zfCVSfgttvBeJriSuida6K9LoLnAL3t1oOSYl9lVOCefcSf6cHLiMLEeTq8evjcyUM02Xl5ev7QzKsRaRrfPP6Q/GJgK2JrDJMyJz4dc6Y+j1aGKqHNzxvx+8GQGGM2b877ExDpjiOCLxNHKfq3wWgZcDsKa+QQq4KVKkSJGvSHyxjwo1/u3Kx5mByEbkLO6oLCLA8s/jIYrxOldYOQAR40sQ/z/WPdfeWN8mQNUEEhwQOIjk+U3sVXxedLs09aXXJX4G8+B9mwsIbmLCvK+iQs/1WexT7yN/LoCMz+OupQg8YtkR4Djj5vWPAdU+f6iHM3x85td7nXOGQHxmE9BpkuKWKlKkSJE7ii/ubh3fpigRd5nEz7nXFYArEu7NldtE3btFHZmemIuEv/05Udl4HI23N7IsTRZ3VLD+WWxbrp05psfL8va5GyS6x+L9OfdZBC3tdnsgbib2q9c7AtfI9MVnMJ9gkHL19b/dLeQ7nSJwjW6rCET8b56Ri3HJgeY4FrHfI4CKoNR3VEW20P8uzE2RIkWKfM3iSsqZG1dynmQPyS3erhybtkv7Z/5Mv5+/Yz1zDIcHb0ZGxq3xWH4EX36dK864pdfr47tpooKG2fD+iVvb3d2Vi/lwoOn1ybEX0d3nxwT4Nbim/Bn8JhNzZI1yTB4BxbHfaTeg0edInBPUI46Vg9DYLnc3+vO8byLTk5tDEbDF3WDx2U3AysuJLk933fkY3gZuCnNTpEiRIl+BRCs2nm/UBE7iNuPoZvAcKzFmwstyBYmSuLq6Sgra2YAcu+DuFbeyXWlFdiSCp9wunMvLy9cUWfyJypb6uDKmbvQDZXmZ9A3Xe99GIJhjpmL7uCfnmssFYXe73deATAQaMbA5xpjwd67NOdbGA5Mpl0BgB6ERGESwBlDy+nowMfc44PM50AS6I7MUg7VjOfF5DnodvBXmpkiRIkW+ZmHxxRKX8vEL/rmDich8NC30rtT9O7dyo8KIzIErl1gPZ0G8nJzLSXo9GDruLorBz86+SIOnfLvyi8osKmFXzFHZe/3idxEEOZvW5I7LKdEIUiPTE10wkRHxcXFAm2Ny4rhFhspZKD/005+Rm1Nx3vkciayhj29su49dBPD+WQ5YDwMoTXM8jnGTFHBTpEiRIl+BoHwuLy9fy2ki5eM/cjR7jEdwaVK08T4kMhZRuUQF7VvN+R3BSZNyi8qYPnHAEhWfu6ri2UK5NjowzD0n3hvdg67ooyLO9UcMYI4ulNzfDmKii877Ne7Y8rblFHkTsIh9FIFDBH2MBz+RTYn96uXgVoquI8qOcy+Ondc1AscI9uNnTeU2SQE3RYoUKXIHccvUFawv0iiCuE0a9iDGVjioQJypcAUtNZ8nFF0iUaF7OZ5J2cuJAdJ85gcz5lxYSIyVybEDtwESr1Psk/gcPoMFcRDl9zlr42Ai7urJ9W28J1dPZ4aQHGjzsXaGx0GV9ztzJQeMYz/GfsnNK69H/Cx+7oAt9p0DEZ8vuX7JMWI5oOR1jgAnF+DsUmJuihQpUuQOwqIdc6LERd1dBbgqnA1pCqxttQaT9/m98bc/P9bPlY8r6tznDjzijie+R9k2BTLn2IoYTxTBBJ9H11SOfcgxA36tu3fi7ptYR5d4snhkr7gmJtvzsr3vYo4hZ0z83ujCoexut/taUK23P7qDvK98XDyQNwLRHPiO/ZYDxDkGLweecnOj6bpcTE4EQ03slUthbooUKVLkjhJdSfH/qro+ZyqyGNE9EYNUc39HS9olWtIEml5cXKTyXXlGYOGWsgMtV+rOwESF6/Xw+/05npU3l0zPLf/o/rgNPDUp7hib44wM9fX+dLYgsihejxw7F8FgZL58TsS4pxxgcMAR20H/OwvFuMdAZerlQc/0P+Ap9ocn8qOOgKTIOPqzqGM87yxeE9khD373eYB4bNJtzE0BN0WKFClyR8kp20il+66hyMygbP24hKhUXAEgrowoMypIz1brCjayIf4cr5srr5i0Lgc6nOWIYI9nxWu8H6KFHu91sBKBSwRusf7eZ664O53OgLL3tuQCZeMY5+odgZdLDjjST378QGTFIrhsYtdyZ5pxD0A39p/XMTJdPr+iezHOYx9fB5jUIfaD95H3qwPA6IaN9c1JcUsVKVKkyB0lKhHp9QBfX8RzLojIPESLPSoVPneFH8FQBCyR1fCyopslshReFmdHRWUUY3xgJpBYJxd32cS+zZXh7Y0xQb5jKYKMHBuUA2SACcYy9pf3k3TDSAFQHZhwPfd0Op3XQFEELN4/OWAVxy2OEWU54I1gKbI63nfezz7O8V76x9tBGcyT3Bz3tuTiiOIz4lyJQClKATdFihQpckep6zoxM9G6jMrVlYmzO7mFPGep+u+Y7yUqpghuHGxEBslBRc494nlWYju4J8dgNLE30usxMLQnluPnL8WEd7m6uGJ2JoH73GWTqzd1ywGr3Pb1qqp0fn7+WrAtv3N9QtxOBLLe936vs1A+bsMYI6+H3xdjdnIAiXv9Oq71OUj/+jx04Od97/ORZ/oBmjkAGdvnzx0mBdwUKVKkyFcguSDhJnaGv7H23bp3St8tX2dcoiLw2Jb4LA8k9ft8txO/3cKPfzexRDmWJoIyV3h87n97v+VYD78uF98UrX1nD5xNiQAxKtLIRFTVYJI976cosZ2R+ci1MzIYOYCF+Hg54IlsD+VH1srF749gx+sS41p8fno5zCcHMpQTk1l6P0aXU84giOORA7M5KTE3RYoUKXIHiZS9K18HBtK1O2KYNcsC7p+jAKIrq91uDxwBAFjyukjK7oDJBf+6onQQ0263U71zbgwHRznl4wCE/71O3n9875/7Z/RHtOBdEUfQ1eTuceVLP0WAEhU8zAVMnY9hdOU4uKAfvS0xmNrr5O0dGRlJ/eXxOPw4SPK55mOUY0Roj1/XVC9AOOxkrKO3EzDp7SSmyceFPvG57vFPfj1zln64LZhYKuCmSJEiRe4kLMyuAFjAURS4IFAkbFOOFmq0XNkVwu6XqLRjMCfPjwo5F8fSBBicOXIFFQOIYx2icozuMf/clZoDAZ7barVe22kTgQOKNAIl/84DYH0sXBFHcJdzRTlocEDJb8Y2sjxeJ1fOcWy8nhydcHFxoX6/r/Pz89dAgTNB3ue5uen9EOcD4wrQAIhEYHpxcfHaeHv7uNZ/IxEY+3xwEE49mev+HXOBuja1d+C5Q78tUqRIkSJvJK4YUVhYoTFQ1gM9c0wFijCyNdG14hYvdfB7HFhFMMH1sSz+jxZ/BERe5xwD4P2S25ETmQSvd7TqI9virozR0dGkfF0hxnrGc7liWxykeoBrBHOx/wEFkSnJKXMHB85gxdirCM5yfeHjHtuTc/P53MyxhSQ9jM/w8nLf0QfswuKzeH2cHx6/4yDr8vIyZfmmDAdcuRixnBRwU6RIkSJ3lMjU5BStK5Sc9e+KICoHLysqWLf8cwdruivDLXZ/vlv4kV2QBrf5Onjj3gjcoqLld+4gy9g/OSXu33md6/p6a3N0z8T+jn3qCtJZENxNPoZxjOM48xPdTpTvwC26vKLQnggq43jlwBafO9vmbFpT37r4PTm2LzJjDgDdFRXHK9Y3gh5n1iKI97r4fbe5pgq4KVKkSJE7SmRXpNfz3ET3gC/gOXYE5XFbCn+eEXfxRBDA5/63K3CUdrzHlRnfOTNAW+P3UTk2xexEhkHSAGvl7EdUev5djlXxHx+LWMd4TROj5ooaceDh4NDLiGX7ODibEgFdjiWJdcoxZjkAlXMrOviKz/Exjv/n3Ez+fQxSju6nHCjz77xdsd05d25OCrgpUqRIkTtKjs3IWZbRLRJT4iORcfGFPAImYhD8iAYHOrkA25wyQWI9cAt48rdYhitoZyk8ADRa83H7cQ7Y+XNw/0QWydkULy+yDDlWwa+VBoOvI0B0sOntdEXv29QjQ5UDpe6qgr3IsTsR2EXGKQLJHGiOrsEcSI11i0xRBI2SBlyvTWxL7MPYr/S95whi/J0R8vfnNilbwYsUKVLkDpJTDq5EWKxR6K4oPEhYyseh+OdRWbr173J1dZViF1AQ7jbx4NhovXMt9a3rwUM1YxspL/dD3SJTEWOJ+CwH1GJbneWJ9/BZPBSTdkk3MTX+7MhGxB9vb1VVGh0dTW3y5zlgiMyN91tkorjH2Spvo/eZS4zb8rH1MXTAGedB3F3F3x4D5GDTy8+dEJ6bozlmiDglACVlRcbO80c5SxUZzSiFuSlSpEiRO0gEGB6P4NS8syC+UDcF2/ruqqhkCeCMys4VD+WgSLyurpj5HKDlSi7uvPLnoRhdwbmV7SxDzDMTn+MK0Vkrf2YOBEYmJ7oqouL1PvKyYi6guBsHUODALTIucQy8f52xcPBSVddnjsUYLE/u5+DH2+R96GMUd1A5U5YDxBF8OLDwecyzY6yVAx9vawR2HqjtIDCOVcy/5HPV65mLDXMpzE2RIkWKfAVyG12OMnC2hhwyKDo/ZdvjFhzY9Pv9gWy40WqOCp5rKC8mBuR7/+2KJ3edW9eurLxOsX65XCf+vQMBF99Vk2N0coyBuzQi+IlMUpS4fR9xBsH7IyppHz+vyzAXj8+PCIid4Ytj5fdTRvwNQ+Ls1DBmDGmaE3FsHeT43z6n4zzJMUgxJinOCQdEw8YPKcxNkSJFitxRXFlHxe8LdLR6c0rCv3dxi/vi4uI1MOCUvj83xnDkgkG9DVFBxhiXqGT9Xo898m3FcXdRzk0T/4/Py8XPuCUfmbBczFNkQ3IsTgSI8Vrvm8jGxP7ycogZiuK7s3yM/HnOWjjAygGepj6KcyAyd7n+ysWSOdPFM3Og1fsnjoHX0+vv5fl8zrnkciDepYCbIkWKFLmD5KzIuBi7oovboXOLt1uq/O/3dbvdgWu9Dr7ou0KL1rmDkOhGcEXlrppcuTkwEO93yVnqsbxY5+jq8DbACsXyY9/nwFosJ5bdFIwc2aIYZxOZGkBVbH/snzgWsU9j/0Sp62u3pwMmZ9U8UJc2RneqS8yI7HM4As8IWrx/YhboOF/52122Mf4oMmA5MOZSwE2RIkWK3FGw7uOBjC45loD/faeIgxq3sD1za5NFG90YOdeC79JxcOXKIweKYlxHjgGJoIE2OOsSlbozXDl2IjIj3nceDMz9nkzOr48KPcZ+eBI7Zya8zQ4AYtxNrFsca/52RZ8DOtE1FYFfZE/8f47k8HsiW+j9npsXsR1xPkTA530WwZDPlTjWOcbO47i8n+N7FeNvclLATZEiRYrcQVjI/bgAFGwuGJc4G+5hMXfLN+54iUoJRZLbOkw57gZxJYJSdZbAFRFCvfyeCBDi9uyo9KhvLqaC7+q6VrfbHahLZH68fV4nD2jlmbSL63DhOXvhfeTl8rkreVfatN2VbAQBkeWBTfEsvPQ138Vxi26jHNCJ5TAfHDzE4PYci+PXOdPiY+11cJefA7JcoLAHN0e3Ygy85nduzjkYGraDz6WAmyJFihS5o6AYUE5+qCILN8Gt/X5/YKdTBA3OAqH4XZGzsMfA08huuMKKICZH7ediViLb4C4dB3QRIPX7/QHXCAAhB4ByDA3PdyXobXWw5GPg2YqdWaKfcxJdWJHZiKdxR1ehM24xTsr7LAIU75McYxZZNwcmcdwjILzt+ghUfH7kci/FNkQGy8fLASjf+/lScSzoNwCgj39kiXwcogstSgE3RYoUKXIHcYUiaUCJuwLgtwMhP5BS0oBCd4vcXS9RwUYlMMx9w2fxHldklBuVdQwijSc0+/Nz7Y+KO94Xy/D+ctdRU0yKty3HMsVnef/wt/etf59TpNQpttc/i8/06+I2dn8mbI4zedTLUwR4+yObxPhFBiyCwjiOOTDkc8f7w0EN4mwj5XnbeA5z0Le9R0bJ2xef3wRW0/gM/fa6kP+4qqr1qqr+xj6br6rqv6mq6tdf/p778vOqqqr/W1VVH1ZV9bOqqn58W/lFihQp8nXKN7WGRas/Khhf2J2NiIDEFX8ursAVKM+NwKJpFxCfYSG7FcxzY+Zg7nNgEZkTV6AxRw1lcNq1Mx1NCiq6e+gzBzreHlegse2xrBx74OW6RKBF273uOXAYXWzxmhwDEusYEz4iDnZjHbg/lpUDrj42kl4b9yYA6dfkjkKIdYtznrJyQd8RtOfeCx/XYfImeW7+E0n/Rvjsn0r67+q6flfSf/fl/5L0jyS9++XPP5H0H71B+UWKFCnydcp/oq9xDcspNsQVsF/vi3vcFZJThpQxTGG64kXc7eFWfIyHiUGsEUA0KWhnmnKuIq5zIOUWfWw3n0U2IbYz9n/83OvY6XQG2hNdKk118X7wMc0pXVfMTZ/7828LTPb4GR+/yArmgImDQG+3x7/EPouu0tiGXHvj85rcew5uAc9N7J2/LxEIRjB2Z+amrut/Lmk7fPyPJf2nX/79n0r6X9nn/1l9Lf+DpNmqqtZue0aRIkWKfF3yTa1hw5gAlFeMk5EGAYgrHmnQnRQtZ+nGBcC13W534DPuQ7HkwInfExUS9WtigGIQqSck5G8HK5FxybEI/pMDUrHPaZv3iYOEGN/krj2ewd8O+rzunU4nMU+R6XLwEX8DGqJrTBpkOKJy9y3RgAf60wGLg0LKjiDU3UTc6/OQz+NnTeX73PRjLnLzjut8DuR2VFEnynPWyvs3xj0Nk981Q/FKXdcvvvz7paSVL/++L+lzu+6LLz8rUqRIkW+TfKVrWM5Kz9HycWH3OJroSvDdTn6NK5wYg+KBx5SFUkTYoeVKjbJy4gonMj4ofOrr/QCo4BlNcS9+WCLlxHgM6fXEed4v/lwAG9/z430X6+yMUVPMSWRcqIvXjZ1wUVETIO5len1jUHLsH+73Z9d1PbDt2+dVzK4cXVi0E2Dr4EMaBFcOurjfx5Bn5dg1jxNysBvBpbNacRu+M28Onm9jbu4cUFzXdV1V1fCnZKSqqn+ia9q3SJEiRX5v8rusYXH9isnX/EwmBzDuiopbjCPl7ta+KxKUA7tLovLx66uqSgqwiVFxNiM+N9NXqUwPbM2xB/yNEgdAxbiKGLfhZTkYtL7PKtx4L0re7/VyIwsTwZ7XMwbw+nP9niiAFtqdc0E6W0c5vtMsp8gdpEVQyvO8XQ6cAHX+P891F1McQy8vx/D5+NFOdg363Ih1cdef1z0C+RybdnZ2lh0X6Xdnbl5VX1K1X/5e//LzZ5Ie2nUPvvzsNanr+p/Vdf2Tuq5/8jvWoUiRIkV+V7nTGubrFwramRXPn+KKASs8pySiostZpm5JxyBaBwj+25UOnzmT4s+PLhJ3Nbi17WCoyYJ2FwdMgbfflbaXEct0gOR9yXcODCJ7FJWv/x8Dc71PnWGIz/b+js/z+7wcBza5OB+XGNQd54n/diAXwYhLBFTRdcZzHUzH8fH/nVEcNhdy9YiMkP/vJ8JTvs87b/vXdXDmfyXp3/7y739b0n9pn//vqmv5n0naq2+o3yJFihT5tshXvoa5ooqxDW4RR2WQYyVcUUUFGq+LirUJzERmJAKkaKFHxsCVoSvC2NYIJlwBR2WXa3cOfPGc+FmOwWlS7l4Gz3K3lbfZ6y0NMg8+ptGF5G4m6XUA5aCEoOEICCLoiHFA3B+BbHT/eVlxrGLfx99xLHmm9xvlx0M947zxMnxsYYu8vJz7NQLFpjkU5Va3VFVV/09J/5qkxaqqvpD0f5H0H0j6L6qq+vckfSrp3/ry8v9a0r8p6UNJx5L+3TeqRZEiRYp8TfJNrGHdbncgoV2TQNU7u+Ogwxf0CAyiYmpSUvFaKHxXmBFoSa8fTIllTBJBV5quxGLStwjyqFN03QECyOZMmW7V3xaX4X0UlSHPjX3j/RHBYFVVGh0d1eXl5UB25+ge9L6SbsBGzqXi1/tz+HH3ZLfb1czMjI6OjnR8fJzKp+84NyoGV0cXZo6F4jr/LALDVqulkZGRgSMsYhZsZwmpk/dV7E+el+uDXP3pBz6Pxzo4EDo9PVWTVMNexG9Kqt8hZqdIkSJfify0Lq7hO0mr1apHRkZec0VJg4s2/+fYBY8BiQHG/I5Bp/zN0QXENzjwcCUUFRQS6xIBQQQNznhQ71geoMXLyCko6hLBUu6kbA80pm3eZndDRSUa9ZwrUr8ugkkXBxrdbldnZ2ep/QA1YkB8ZxLP4zM/U8oz90amza8hxgkQ4XPN6+vj4G2OR23EcWDMCDZ38EV7/D4HK5EpAux4ADXXeNboeA6Wl+ft4nnuruK74+PjxvWrZCguUqRIkTuK0/hYupeXl0kx5QCDlD+VmQU9t1sK1sFBjh/F4Pe7JR8t/bgLCaXkx0bkWA/qwv8OWrz9OVYkp9CiwpRumAK/lutR8g7wmlxuOWDjSja3EysCPcbFFfrl5WUCAdTJxyg3zoC1GNyN0o4xU1zH8yIjFseOueEA0UFyDNqO86Su6wRG45EYcZeWs2leBwdI3i4fP57lR5T4uHl5/l74vPDPhkkBN0WKFCnyFYgrKBTC+fn5gOUalVS0kCODEq+t63pAwbNlN7pD/H4vNyoOaRA4uUUfFW4UZzq8DEBZZFr4O24bRlnGwyrdzef1iuxWDIh1d1FOSTqrcls8UHT3xOscaEW2xoGHzw/6zuvlgMfdTpH5iuxGZHyok4OXCHodqHkfxnbG+RHHKQJHdznGOB/fLSYNgjd/htcv7uySBpkff3ZOCrgpUqRIkTtKVMKR9ncmxhdu6fVtsi6Rovf8I/5c/ua6WEZ0j8S/I4By9sOVmrsxACpxx010QyCutF2pOsiI4DDXJ9zniptnxaSGrqjd7ReBYK6/vT1NzImPP5/H8fB2ueRcYMwTH4scyPU63AbK/Fqvd64+OVDoEgFmzqWWY8y83Niu2JamNvv7chuwkQq4KVKkSJGvRBy0xF0gUt71Ea13X7SHKdSc5Zp7Js+KNH4ECNwf2wMbEwFBZE0ANOwCcpca9+BOc9dMU/+4Eo3PjQGs/gzve2+/g7aYjTmWAzCIwI8+iO6UCLIc6Pn/3g53y3h/xjpHgOZtcXYrBjw7QPR+jEHp8R7q68+NzGKOmYqAh+8BvzlWaBh75P0H8+PMWBy/nBRwU6RIkSJ3lMh2sLD7gp8L9vRF2oNEI6jxBd1BVFQQOQbJgYAruRjjQH2kweBOr3dU+q6kPTYjAqLIzDiAQQE6y+MsQuxnT5AY+zEGNkfXmgO9CByody7brgMq7qVvo6stgoQcGzKMqXJxIJPbnQVojK65WHbsw9znXsfYX7kA7MjQ5IBlDET2v+NcikxXrOebMFYuBdwUKVKkyB3EF2JfcFnMPb6giTGIyjECEWkwW2+nc710E3+DuBJ2xcS9HqPj4CsGjcasua7IHZx4cLA0qHRhFbwvYrAvdfSYDK8nz6etOUYhto/6o1g9k7O3x+sV4zr4zsFaBJmAGgdoPnbe3uiC8j7zMfb20L+RLXIAl3NhOSPkOZI8+Lzfvz56wetJe7yesf5e5wi8IgvXBGIiq+djHlk9n5PRbVaYmyJFihT5BsQXfHLDSIPMSy4Nv6Ss0o8uF1civosqxrVExgcFFNkOD9j175y18br57hdnDKIFL93k1qFMFFpkpHKAwRkXBzPu1qJe9LsnzYvAwZViZJMAUbl7aL8fDonEuKXoVoyKNzJWzor5PTkWjb/dLeblRHDm9fIgZJ7p4CkGcXMv9el0Orq4uBg4RoLPve4OKp2xcUAZAY8DsgiaabP3VQRLcWt4lN81Q3GRIkWKFNHrbqNcwKPHDzjlH8GFpNcWc38G33N/fHZUGDnXk3RzGGNkDVzhxZiceH2OTeB7BwRReeXiPnIuBleQ3qYYU0SdI1DodrsDAMsZMOpAH+XOZ3ImzkGTtyW6wVwxe2xPnBvOilC/WEYEOw5QIvBxAOp19/mAOCvkZQBA/CgRnwvOVPG996OnEci1ydvhZUTgzWGsPt/8eYjXPyeFuSlSpEiRO0ik2t0y9hiIuNhHQMN3/X5/IAFeDFLOWfY8NwKdHNtAnExkDlyZO2ji/6ajAvxvZz1QTChFZwtydc31a5OCdKXa5J7wPnQWKoIgvo9Ajv5ylibXR5GBcnFF7mPmv+O9zuLFvvbPcwHX8aDRWDcfn1hObot303jH+RqZr9jvca7F3XDedgd98Tpvi78/OSnMTZEiRYrcUSKbklPYMdAz/s01kSGRXk+UFt0QLtE94SArAh+vk8fduDIh26wzOTEwNj4bNiQq3dg2Z2SoL8/udDrZ3TGuKCPggDXy9P1xbBy4tFqtxO7kxsu3lnt59Ec8fRthfLrd7gCQiODK2xzHzp/rjAnXOSsXFX5kXvyzpsNF+eFZ9GEs23cuxXrQRi8ngpDIZvkZW85oRbYy9l0OELsU5qZIkSJF7ijEIPi5Ra1WSxcXF1lQgbBQeyBwdOt4fEOr1RrYLeTujhioyv9xp40DFI/h8TgGByS5tPexDZGRiInoUHK4Ei4uLgZiaCID4P1Eu0dGRrJByu6WoW60JYIBFLu7yxz8xLrG2BrvVyTGVjmgiKCu0+mkYxsic4JMTk7q8vJyIGNwbseQA77YBgdczpT53MCV5BmvqWMc/whCKdtddJFt8rkVWTifO9SHMjlOhGt9DlGH24CNVMBNkSJFitxZADEs5izWuZ1MnvguKis/UymyHlEBYfUOW+gjmJIGE+v5swmCjkrIQYS30esfFScgAsXs1rwHnfrz3Wqnn7yO9GuOPeJ/BzQeSCvptQMYXXFH9x3AwtkKf5ZfG88Ui2DWg3qZJxHEeV8fHx+/FvjLmPvZT/59ZPLi2DjQ9TpQBv3TarV0fn4+AFocUDpIivE/ORenu1KZs/F+v9cZtxzr4/W6LaC4gJsiRYoUuYNE5ejgBQVS1zfbpt36bKLyY1yIK4Sqql5Tkl4XJN4TrX8HTrEOzmq4RU39pddjPpC4m8kteJ7rip8yXVHGLc789mudffE+d+bFt5TznbvXIgMVXV0OjHJtdTbBAYOPXXQv5mJlaGtkXWLsj8ewRPeQgy6AXPwujrWDKkkDYMnTDHj/+xjF+RDndS7mzMcoskMR3Pv4eDlXV1cloLhIkSJFvm6J7IkrSl/opUFXBde65FxMMS4iPg9WKFq6kXWJ4m6aqPhcsUZF5soyKrdoUftzY7nRpRFBBc90Re19FhmfCIJizElU6PF5ufiXCALjuMXrYSmcBYvP9np6f7h438a25GKOuNZ3acWycZt6QHmMvUKIRbotvstZSgAX3w2LyXIGpuk66hRBZe4diFICiosUKVLkDhIp8pxVjAL1wElXwlznbARlN5Xrys7dIdHqja6CqCSoj7tTIihzAAS75G6GyAzENrl7yBWct41rY/AyyjoG5kZlnlN23r+xD72uzojk2BT/O7pf/G/qAkvn4NDBY3yu97v3m8dhxXYhXgb1dzea95f3mTOIXINrz8FcBMiRdXIgGedTBFqxfXGucG0M5I5AqQmsuxRwU6RIkSJ3EF/8faHOgRUHDq6UosJ1oME13O8Kzxf4pq3aMROtAxIHKa5U/H9pcHuy/7hi9LIjIJJuFKqDlwiqIkijbK8DStPzo9COCPwccOT60wFEzLRL3XJjhThrEct3ViM3LjkAGedPnGPxb+7J7WbzMYoMGXMhtiuXzsAlMmq5HweAni05Vz8fV+/HXGxTBDeFuSlSpEiRr1kiHR/BiktkTlCwbq1eXl4OxOi4YuN7ZzYcfPizARTOLEWL3ONeLi4uUntywbvc56AtF1jqZUqDjIgDE2dBKBvw4sDH2+ZMkPeTHwXR7XZTcKr3Ww6ksBuNYN24G81ZNB+nyFZFpe1gzoGS970zGd5/JCCMLpvIgMT+iwHSuXmYAzxeD8+AzFxAYvv4iQHuDpS8bYyN15VraRvzKXcUgwMi5mqTlJibIkWKFPmKpKqqgaMXUEQoG+IYEIBHZD64NgIEQMwwloK/pcEsw9FF4m6JuOPHg1U9YNcBEc9xNsCVeFTELpTpz6M8wIXXme9yfRFBmAMujxeJjIuzCw4KHCw4q0BdmhLLoZBjYHTunKtYH/qesuLRGBFIIcTPOJD1QN0IuOJz+M3uMC/fAXKcHw6oAbM+D2h77Gva5n0bXV3MF+a/A7UmUJeTAm6KFClS5A4C2EDOz8/Tgu7bwl3hx3gTd3/Ea3JsQM5tEQGLU/uu+L0eMabDFYkrFres/fqoYAhY9e3fzmjF3UuxX1yZe5tgTBy8UI/IHHnfOXvg4+W7ciKTlQNMMZg3nrXk/d00PpISO0T5uRigWJc4Pt7mfn8wD1J8bgRDkQXit49nDqwxj9mB5mPr4HHYvIhz11lKB+oRSMW5wLPKVvAiRYoU+ZrFlXAEMTE4OAKMqFwjCxHBTnRhRJeRK1in9KlD/D5axy6ukPw50b3j5Z2fnw+0yRV3dJfEekS3jbMRsUz+zrmQ+C4+yxkVd304I5FzyUTl6mXHz3xOeJ0iM+H/ex2urq5SnJSPRwzAZRy8f2O/5ABIBGNxJ5xLrt9huiKDFWOXIjjzOvrzvP3el/5cH1PmxW1SYm6KFClS5I7iQCIXR+HAIAKIyFhwry/20bJ3pe9lRkXniiCyG15WdB3FgOAYsxPr4y6gHNsQA0SH/c3/IyMjryXyc/BC+TGYln7LgQFXxNQ5KmD61cfR2TMHDDEuKo4t17sbkWc1gSFnLmiHn5PFmDoo8P7xeChniuL8QmLiRneldjqdxEpGABxBq88Bdy3FMY6g2/uavo1GQWS5YoBxTgpzU6RIkSJ3FBbfSPU7hR+T2yEEkF5eXmZT1bvixE3gJzC7iyKKu06oT8y+m2M7pBvQ49uKXYG7wsq5rZxxim6VqGQje0EbI3Plyj/uvnHlR/29/ShFPr+4uHjt+fRFdAlGZsPLimMZmTsYPQd4AJTY97hlvM45FsnnBvPHx4HvvT+o18jISAJm9E9koOhTTxYZmb4cGM8BuAhIuRb3pbtufQwd0MT56fO3SQq4KVKkSJE7CAtuPF4BZSUNKkskxuK4wouuB2d2XPlIN0GrzsC0222dn5+n+vmPx1BEhSXdxDPEOA5nFPgORUkbI3vjZbpydhAxOjr6WsI7B0rcH0ECfRBZCPos7mxytiUCSAdODqhQ8O6+8fKdBfL6xHgnSQO7t2hvLt6KZzhw8nrQD51OR6Ojozo7OxsICPZx9f7m/7OzswF3mbMrzvgAhqkv9fF2x914cdcTrFWrdX2sg+8co+0+9iMjIylWzfuOdkSmaJgUcFOkSJEid5DIHLhbgO+5hrN9IkPiyg6rVhrchutnMkVGR3r9+IQcA4Srwd0GKPvIurgid0UUc+E4cIvp82GuuMYBggMtF2eiYjtygMd3IPluscgyuOvj4uLitbiWGKRc19db4yPDgvLlOsbP60T7HIz6vHBATD/GHU5ehjM6zlydnZ2lOvu4xDO0ItBy8BjdTT5/iK+JwM4BbbzOj3CgDgBtH5dYp6qqUjC+19OZPAfvxS1VpEiRIt+AsHCzoySyMJ6HxQGDgwbp9fwz7triXn4chDizkWM/UBoxiJZyATo54CW9fkYVyt9dYq64UOQe++L9kXOlOYMRmSUUpjNiDva4n9/RJcP1iJ9N5M+K7jcHrc7Q5MbeGZGowJ3h8WfG50uvA1lvg/ez18/b7uMdwWETAPN25NxyXu+YwZh6RHeVsztePuXGXWj+jAgouT+yPU1SwE2RIkWK3EGi1Y1EFsPZHQce8fyjyPjkdp5wrYMYV0p8j3APCt0VkPS69e5AJoKVyARElsfLcxdPtNijgpUGdzF53Rx4uPsoxmi4oqZsZ2JiDJDXP8cKDGtPblw8Z05so//2vo8AyP/36/z6HEDKsTH+d13XCXhH8X6JsUzc28SixXnh/ev5cLw+7kbN9YkzffEsttjvTVJ2SxUpUqTIHSQqe2c7pNfBC6xLzvL1RdzLjMGpkl4LKs4xNdwf40j82VHZe7t8twxlRiDhLAnsCm4SZ5himygvxs0AWnLBpN4/numYzyNbERkcb5cDKp4bY388HsXL9v71evM7xyrQl5HZoK3ORsU+i+AoSlT2fr33W24sIpPmnztwjcDRY4Jom49JDqjHvx14OVvn7GUOCMY5k5PC3BQpUqTIHYRF3JWkJybLpdGXBlkDd7m4MvJYFwcWTvcDqFwZRKXuyiAyE84kYdlTD0+B75Z5E/Pg30cWKccwRAVIe3PsgjNJ3Ms9ubwrni3YQaf3ud+PuEKNx0j4uHm5EZy5+8X7gDr52Hr/O9CIQccO3mIgcnRx+jhEds+ZMe7lx9MGOJCOLE6/3x9IVung28eGOkV3p88Pn9MO0hxk3cZM5qSAmyJFihS5o7hLAYXnrhOn0n3HSFVVaRt4jEvwWBcHJCz2uS28OWXDjibK82BYV8QePOuBwK6MvWx3DyGulF0Z5twnrvS63e4AwyRpIFA4B64ow3PAUHe/3/uW7yIr4X2C8obdiQo7MkLUoQlQOjh1V6SPlwOmGPsUY7d4PuPR7XaHumycyfK2Usf4WaxzZAQpMx6vEBkpn8ORuYmxPKOjo7q4uBg4aDOyOPQNbFfJUFykSJEiX7Pk4ml8UZZeD9bkO2d5HBy4cneQAcvj4sCIayiTjMGRKXI3krMYXod4jz8rti1a+l6mAwHKIhg5xsG4EvbnNjEiDli4zoOwvb6RLfB7EBQ3oCV3PpWzV/SvgxcHjpGR83gSb1NkiyjT+9Lr6MAmslox6eIw944DBb/f6+vsJPO73W4nEEa7YabitvE453yekN8pPtcBF3XjsMzilipSpEiRr1lcgbqiimCAz9ztEwNiXRmgKKLFjsJxazkCp5yyROHgevLzgiJgiMo/12ZnCVxx8qzIDLmbAWtdUlJY0T3F3w4YXCI4cTYiF+zrypXvIxjIAdMmMOjuElfIEYx4H8XPqRtAymOBHOTRRu9LBzW5PonPjvMUBoQ6eN/5idvefgfxzux43zF+8Ywob5P/H49riEYBz/T7I9jLSQkoLlKkSJE7irMqkY53ZUPgqCeb4zpnNvxYAATwgxKJLAHlSIOBqq6UUL4eSxOtdv/bnxPrE4GVf58DPpEB8tgk/84BBtfFenl/xDw5iCc1pB6e1I/PY6BtBD6RFcslI/TcQV4/QKq3Lec6ctAa3S5eL2dR4v+MiR8wGgGztwnXKW2jHMpwMOdzjTkYsy5HkOUZkIfFITnD5WAxSu59GCaFuSlSpEiRO0hUWJFWv+1cJqfpI7CJihvmx7PV5sCLpAEF6cn3UOTUGeUesxLn2heT5LH1Obp1Yhmu3Pgft4qX7WW6BR/BoIPHHBD0Z3gfx63WEUBExi0mWIzsmzNm0cUWAY2DXx+7yFgxFs6sRLDpZcb4K/rQAY4/K45PBBvxeq6J1zNGMeUB18Rne5ByBDA51saviQkMvU+apICbIkWKFLmDVNVgEKiDjUi5I/5/BDtxIa/rm4Db8/PzgRgdVwIo+cjWoIylQYWPssmdMZRja/yZrli9PVE5I372kdcZ9gaJLg/uob48i7bGOvuushxQ8+MCHAw6Y+buwJyLyusX2xLdVA52HGBGto1rRkZG0plazor4vPH+uLq6SkcWcH0OSDlwcPaJ5+dSFzhwi2xXBHvevx5T5GMaWToyRDuYzL0zVVUll52PXWTKohRwU6RIkSJ3FBbu6ApqiodwV4KDCSTGlzhwIlgWxenKw5WwdKMAo6KMQcOAM1ghaZCBQbEgKETq7oxOjN9wZU97vQ/4HqAR43VarZa63e6AS437UX5eF29/LqYpsgOR8XCF7i6lyHD4WEWmLbIjV1dXiaVycOJA08FaBI8cFxEzA9d1PXD21W2xKYCnOM+cKeO+3Dh4W/nt7FsOsFG3GCjt29G9rrnsxw7UkSZ3JFLATZEiRYrcQXLUe+6ayKawgOdiNaT8CdpO08egW86t8vKiG8LBjt+bc0NEl04EK7n4CAd0/X5/wH0TFa/3S05puQvGAY27ZSjXdzS5cnRQlmNhokRFG0GMl0H/OUsU54ADAc9xwzMABn4//eagFDDgu5WcJYvA0+vucy0GAcfgdu9jyuKaCC5ibiX6yPsKcbYxAm3vawftkS1y0BlBW05KQHGRIkWK3FHiQuziQID/+e3sgX/n5ebAU1z8udYVp/R6QLCXE5+J1RxjbzyYtKnNKLmokD2w2evIvdH9Fa1/V7w5hc1zXTHHXTreF6746RuPOeK6GCflY+ntjm6+yNhEIJsDLE1AKMYxReAcxzHWy/vK44YiK+Rj4YDy4uLiNfeQBxvn4nFiWTybtnN9rm2evTn+jsxfDphGKcxNkaFSVZVGRkYS9cmkjYsu1/qk5TusSV/M/Pp4OJ9vU8WyOTk5+WYbXqTIbynRoo+LONdE8OPMQ3ynYmxEdB3krGMHB5TvZXjdnP3IgSVnlyLoiGU7m+Df5UCUlxPBBmuGt9OVNdd5+a78XRl7UHdkXmJdHdx4f3oAt7eVMmLws9fJ6xDH3RkPZ0F8p1IOKHOvr8OsmQ5I/W+PX3KAF6/1/ubvHPMV6+NjH8GOxzNxrbvGcu3h3liPyEoNkwJuigxIp9PR6OjoQFCbZ8B0WhMgUlXXPtXz8/MBypFFZXR0VCcnJwMvz9jYmC4uLjQ+Pq6LiwuNjIykZFiSUgAliwv+Zp7darUGcjEUKfL7lMh+ROCRU3585oopsgTRRSC97sbi/fN4Dunm7CniLPz9a6pPNFB8BxPiBogr6KjAIzDKueQiI0XbUPYOYBxEOHvgQCsCuvg/61pO2Uc2hnLdJRYDZqNy53539TmAYj2r6zqtaXHcnF3xuRBZEW8L9+fcTE1HU+QYKeroMVTRYO12uwns5ZL05WJmfAx8DkTQ4oYuQfAxDop5UmJuitwqTjVK0unpqcbHx9NLzUvEBOOsnOiLdYuDFzaepVJVlaampnR6epqezaQeGRnR+Pi4jo+P0yR3KjNmHeX/8fFxSdLx8bGk27cIFinyVYsrORQ/C3YuENJZikj9+zVIjgVytgGgnwvcdBdTZEGigvMcKby/XEfZKFaYVQdOvvsouhQchHnbqQ8Giz9HGjyGgboAChwoxXUGJsSVugME+tDb1hSs7etaBKEOZHJsC+NC/dxF5HOHsrwt3mZ38zjz5GPrQI9n5XIJRfdlzDYcwZHPSZj4eHZXdFM54PZszA5MnFXzfvDx83GNTN8wKeDm75gwIcbGxgYmOizK6elpWrAuLy8HrpOuX4azs7OBBZzPfdJxSiwv1tnZmaTrSXt0dDQAVpjE/X4/vTjtdltnZ2cDk9rLHR0d1d7eXlroxsbGND8/r6urKx0cHKT23obuixS5q7ilC/j3hdxBC/MYZcB9vovFgRKfufsDy3tkZESSXmNVIvvJexSVpe9OcsvdlUp0W7jL2OvJu+8Bsn5NdKegPHmmu629j6hnvNf7nO/oi+iqieDEr0d8/cq5EmmntycCUB8jX7ckpUMmXVmzgwoA4tv1HSBRV8r1vnK3F/fmXEPeFtZ3vosMCu2IbYjj6MxVZBgd8Dpg8/nnQD6yPs728T3PiYxYkxRw8wcuvluhruvXciIwQck5EK0lZ18idegTjBeMe9z6GxsbS66tVqul8/NzdTqdATeUW1Snp6epfK8Xbq+rqyudnp6m7/v9vs7OzpL1MTo6mup1dnamuq5f8/EWKfJ1SQwwja5aZxbcend3j1+fU6KuCJrcWnFLt1vXzrQ6o+IxKm6s+G/K9DgJZ5b42+NInPVgTfJt09TJnxWZAAdFPBdQ6MrdFWUcl8iQeX/5uuggygFA/O31cVBL2dQjJhp0kMoY8rk0eMaSNAhw+B1BoDNakZnxeeCsidfJgWmMgYng0+e595/Pb3LTxHnvYNnHhXnnc93nfq7vh0kBN3+AwuBPTEy8doqqL4rStaXDpPZFqt/vp5Na/cUEbHS73QRyeEGZmFdX14mlRkZGdHJyktxMWJtYlFgQcdJPTExoZGREp6enOj8/18jIyGs+eI+3wUV2dXWliYkJnZ+fq91u6/T0VKOjo6nNdV0PnDxbpMhXJXEOS69bzFyHuFLnx4NCcy6e+P5STk5x+nMBNq58nW1yhedt4p3L7R6KSsjBU6yrW+8xo60r4ialxbrCOkMdLi4uBgwrZy1irEhUqu46cSDjQMwTzcVx9X52JiT3XH8e/eX9nKublxNdNzzXgXK835/N/PE1uql/cu3w8c2BPO8HDxx2psfrxZzyeefuKp9Dub6nrGFSwM0fkLRaNxkuCcKNQVgsDJ4UCjk7O0vXXlxcaHR0VO12W91ud4BW7ff7mpqaGgic5Dvfznd6eppeJv72XVejo6MDiwrlXV5eJvfU1dVV2jnR7/c1MjKis7OzFIDMYslCxHN8kQKoYSGNjIzo+Pi47MAq8pVJzk3DfI7APAIXPossDxY/30fg4IqiSXn7ey8Num2k17cq5xQ4dfQTsmmXsy/Onnj7vTy+937z9jvg4j5vm7tLXNlH5UnQqytAX2ucZYjj5syLj5n3m9ctjn/MoOtHIbiR6WXG+BuvA9/7mHs9/Z54nEQOVMcjM7xP4nru39PPsDGxX7wPYr3i3/48ZxCdefK56Uya9/8wKeDmD0BWVlbU6XSSO8eVPjuREN8FxSLgtLbTkR5QHKnv8/Pz1+hmX/hgSDxGBh9zq9XSycnJABCSlPIqSEruLUCapJR6HsYHq63dbqcYHV94AU/9fj/FENEeSZqcnNTx8fGtFkCRIsPEFYi7CHgf4nEJ7tb1hX5kZCQt8B6PIWkAOFAO4oo959KK73UTA+R1cTDh1zqzJCm5YqhHdMnFAGdXch68y/0YP96X9CFK1+M5KCuCQt57Z6651hlqb7u3N5ZHm3K7xNwF52OEMUddHHw62ORa7zv/3bQzLM5Bd985EAXc+pzzvvA2sO2d/yPI9Pke56GDbS/f+5JrohvOx83bz7xh3c+B5SYp4OY7KlV17W+u61pbW1tqt9sp+NdpZrZqd7vdxFQ4KiZWBfFFFPcSZTLpYU/85fPzWLrdbortqes6uZbGxsZ0fHyc6nR2dpYmPr8JYmbxa7VaOj4+TkxPq9XS2dmZut2uRkdHdX5+rouLi+Sm4uV0Vxl1Z5Fwi2pqakqXl5epbwrQKfLbCgstrIK7WlnIWfCZlx5H4LtJJA28E25F807klIwDGOoCOxvdsK5spEEgwnvkitSBQnQPsU7E8nLPYu0gdo56eQ6ZyFh4edFNFuOHImDxuJUI7KLijTFCztpQh/g8/zsGLrOWRaBCuXEzBtfSLnfdOaB00Od9PDIyktZ85o277zwO0sclAh7iIH18I8PlDI/PP/rcjV3mjbtEIzvHM5jfOaGuTdmSc1LAzXdMQNduQYyMjAwsoFznbiqYEwcQMRAPF5S/6PzvWz95mR2hsz3cXxRAh1+PVSENBrTx+fj4eKpju93WycmJxsbGEkAZGxsbsIDcQoahoh4AN8AXbqvoEri4uNDU1JTqutbJyckAnV6kyJuIx3m44nRrnPfHlZorsEi9O5BAHBz5dbwPKB3eNXc7RxcKz43ua671+JWooFDI0qAVHeNn3CXngMGf5XEgXlcHJ5TR79+cJI54/Ia3MbI/3gfOPjlj5WXmGBRfd3yddPAEc+3sl5ftYM/XIT5zFsbXIX+Wfx43jVBn/uceB9GsiT5uXob3ZYyD4ZnRpdnEeLmh6ePLs3JzJLorAT3xfRgmBdx8R4TBnZiYGEjeVFVVSroHowF70W63k/vImRgsMAJ+pUHEjfUJ4OBe3EsACd9F5YsZMTbR5y0NblVEfNJjgbBA4JaiHiQDdHpZun6xsDrm5+eTG8pZLNimSJ/6Ijo2NqbT09MSdFzktxJ3+0ivsyMOaNzKj66I6IJwZsevi4qI713BcV2UCKAcEEVx4EW7+Dy6GvjbGQP/jnUlgjt/h/137m9PUpfrD2+/P8fdRq7IfZycdXFAwFoR2Ru/nn6KfRP7Pfat19mBk9eHe6Mrk7bkxs3XNy/XWaA4hjwzuhRjn0YXmgPTyMIASB2QRfDiRnZst3QTIxTfmdsM0HK21HdAut2upqamUryK+yZJYOdbrSUlFsODfN2ScL/+yMhI8ic7XSzdTGZfcB1ls1uKGJeLiwudnJy8BhyIBep0OhobG0v1Ghsbk3TjeyauJlKfMEP+UjhY63Q6mpycVKvV0v7+frJOpNetktyLjKXFTqt2u62JiYmvdVyL/GGIL9qXl5evbV/luxwwcJDuCpH3VHo9I7Hfx3yOu1/8vXWrOSoZfrvihx32a9wtFhURv7mX+yJYcQs8Klb/3+919gS3WdyZ5PdxrZfnY+GMmiviCAa8vKZ+97LibqI4nrHNLnFe+DqbAzpIDCdomkOR6YmgydfK2A+xD3zMvB9ph48FgMfZSq9brm8dGPOb9djb+iZSmJtvsaD8YSXqun4tABaWhGuxjLrd7gBTwY4nAAnsDpQzAblYV5IGYm4ogwR+XMe9uJAkJdfS6elp8rkyceu6HkjoRxm81CxgvKjn5+c6OztTr9dLu5xglHAzEXDMAn92djYQaMz1o6OjOjw8TLE7ToeenZ0NWJW+u6qwOEXeRNwSjwo6pzAd2EQrWxoMZHVl58YF70lMAIjSYf66W9jrh7HkdL8zF/4svqNOkbmIbh7q78aRM0D+WTQ4fA3y+sa/nfFwBe3umHgdz3LG1nd+5Zhhgll5dnTpsHbl2B1vL+VhWFKmj5uPa4xLQSL7Qhnen9GQ876NfRnnRwRZDhB9XuXmf6yj18HHjnlBORE0u2sxjoszcU1SwM23VNrttiYnJ9PgTkxMaGdnR2NjY4ldiEwEYILJen5+runpaZ2fnydQwPfsqKrrOgEFt5Ii/cuEwkIgKLCu68TIMPE4WoEgZ0AP4AkwcnR0lGKB+v2+JiYmdHx8rJmZGZ2cnCS/8PHx8YDLjbaTCJCYHLaBA0y8XuPj42q1Wur1etrb21Or1UrA0U+/jWBtcnJS5+fnZdt4kUbJMYKusBCPLYnWfwQGKGtAin/Oda4IYzwISop32TPgsj644vLfOUAhDboHcCfw/lInZ4hj0CyGC2sJEkED7zaK2JW2x5c4cPH2uIsd4EYfObPi/Up5fr/3t7NxrBORWWYd83WEOjh77ADC54HXywOAc8AmAlQHIsy1CI49ENyfj/s/AlgH4v4sdIbXh9+wNA7aHDw6uGU+eVJHxsl32Hl/DGPVohRw8y2UdrutqamptHDw0jCgExMTif2o61rj4+NpGzRBwShmJuHY2FjKY+PBYjAzbr1x0CWTfGJiIk1WYnn6/X7aEUWdfRJKN0HCLFK40KhTt9tNSfcuLi50eHiobrervb29dLCmv4y8gGyZZSHFMuVlmJub087OTorfubq6SudOjY+Pp3rEBYo+Pj8/T/W7vLxM7qkCcIo0iSsuWMNoNUdL2F0CrvixjCOAQXLWse9M8XcBdtbLirudYsZgV+7870CDzxyMRKCWU7rOKtDuyD6g3Px5Xna05Nko4BLBg3STWsIVsYMHDKmYw8WVKOsN65qDEz+Xyd01DhD9O8bGWRbEGeX4f2wbLnzGw0Gcg7G4zvnzckAv9h/iYMv7kv7zJH4Ocrg3upT8ubQ1xuDEOf8mrI1UwM23TlDO/X5fh4eHaRCxWnj5RkdH08Twic2L5/EzTDZAEXEuBOeyuLpyBz3jzqIOLDruw3fL0Rchtlp3Oh0dHR0NJLMig7FbANzrRypMTk6mHVKwNE5NUu/R0dEE3oi5YVeYdP0CsoUdsIhC8R0juOu4B4CDJSaV86qKvC6uSFz58tsBP+IWsisTV3juakGi5R4/c4XC916/yALEYGhnYBycOBMBO+G5qRww+boVQUxuq7UrPo8fiorPwY5/5yAN0OD95qw1bY3MhjM13kfRlebrAc+KfQDYyQEEfw7t5v74t4+ztz/2DeX45pEIkP0+/+1gluc7g5Kb27G93i4PmPf+8/ZEoEVd0DXRMPC+8XEbJgXcfEuECdLr9QYsLwQL6fT0VGNjY+nFGh0dTfczMZiUWDVMKHdFud+VvycmJgaYCxYAJr8/L7fgMCHZ3eSZjQFdSHyBcCHBzjjjg9XlPm3cULiyAE5YMrA7gBhkbGwsHazpVLY0uLCQQM3ZKCzE2JYiRZgvDu6jOGiQBmMQXGlLg4nhfHeKsz7RoIigypkkf0a09FkPIosQNxa4+8l3BrmydKAWGZuc0va28b8DkchSRVYhuj+oE8+JhkhUqrGufIbBQ3mebC+CvgiI3PhyZe7MTgRE3laucwDndXXgxHUeyO3uwJjfxvvI2x3ZmziHKNvbEgGrtz/2W2Sm6BffUZUbQ39PHDTdBmykAm6+FVJVVYp5qevroGEHLb7gYZkQ80IsDUntuO709HRg0oLk3apw64O4kna7nXZawZbg6iL+pdvtamlpSaenp9rf39fY2FgK0oU1arWuk+2dnJwkpoddWSyOMDO0ZXR0NG1PZ3GhrsTR+ItAe9kKHxdFp4/Zuu45bjyDs4NDaTCYmsRjcczehBot8ndD3L3hVrYLyjYqVdhKFuwYLxFjYFypRiPIy41umGgNR4USlXVUUpSbs+S9H9zd6+AmvjNu8aN8HUA5gHM3iCt7ymWt4G/ccf5c2O+6vnblA+o8/URd12nNc7BGGzC+2ODhit3/jn3kMSNeLu1x5tz7xPvA54rPoxjD5aDVwVQEJQ7+HLT4GuqANJdjJoLYqrrZAp4DK8xLfz+8XrHO3i6upb63rb8F3PyepaoqTU1NvWYJHB0dpVgagMn09HTaCskCCC1MwjxYjomJifRCEeArDSbWk24Wk4mJicTyeFAu13IIZ6fTUa/XS8G8o6OjKT7m+Pg47dxiJ8Dx8bF2dnY0OjqagpurqtLMzIwuLy+1v7+v/f19TU9Pp3vIGlzXdWp/VVXpb8qIVkqn00ntODk5ee0YCvqM37QVhslfZPIDtVqt5BYjKSDMEP1e5O+2YHDwd7TgfRGOjCdz0dmL6EagPLdyKQMA7wyls0YRELjyyDEjgBM3Atz6d6XpQIjncg/vEIopsk8OGGhjzGdCmV5frs0pNjYctFqtlJSzruuBdQ0jkOzmjEGO+ZWuN2ngvscN1+12NT4+nnKLse46iGCcnI3y9dljdKgDY8Q452JtCEfw/mSddgbIgXRu84nPr5zbKgIyDGgfQ9904uDGmSVnNP35fr6VB4n7O0I7/J2IDOYwqb4N1mdVVb//SvyexGNIACKeSwL3DPElrVYrgR7iZ3ziwMScnJxoYmJioOyjo6P0gkvXL+7MzIx6vZ4uLy81OzubTuNutVqamJhILyV/n5ycaHR0dODMqKq6TpwH68IEPzw81OXlpXq9nsbGxnR0dJTOlPLdEMQWsdCfnZ3p8PBQVVVpdnZWFxcXOjo6SovD+fm5Xr16pXa7nbbGwxxJg8rg7OxsYCHynWYsNDBAvMDEClF/xsBZMGJ5OLn8Oyw/rev6J7/vSnyXpdVq1bwHX/7/mpuBz3OZa/nxYFbeIRSdW7BNMTJx15KkZOnzt1v1fBaZGq8DljbtcQCVU4gOegANEai4UuT5rHFe9xis7DE1yOTkZDoMt9fr6fz8PGVR73a76na72t/fT6kkMHguLi7SuiRpwL3NeuM5wLxvWAdYCy8uLtJazBrF+MEYYzxdXV3p5OREBwcHA64gZ5piagv6hpABP5cpuj99TsCWs2Ej9nMOEEd2j3nFPPS5F0Gqf+c79ABeDrT8M2fYIvPl8zPH/h0eHjauXwXc/B5lbGxMq6urybrY29sb+B6XDYnqAAdkCZ6YmNDe3t7AZO33+ylwGCtkcnJSKysrOj4+1ubmpkZGRhIomZqa0oMHD9KOoFarpcPDQ42Pj+vBgwfa3d3VxcWF1tbW0qQ8PT3V5uam5ubmtLy8rKOjI21tbWl5eVkPHz7U/v6+nj9/roODA83Pz0uSNjY2dHFxoaWlJb333nuq61qfffZZylWzubk54CZysMS9vEi0qdVq6Ze//GXa2s3CcXl5qfn5eU1OTurg4EBHR0fZ4DrcWZeXl2lnWb/f1/T0tI6Pj1Nf7u/vJxdar9dL39X1tctqY2PjuwxwCri5o3Q6nXppaUlHR0eSBpkFd3m4sup0OpqamtLJyUlK4UBKA9ynvKe4mFEmngfKFZQ0mOcGdmJ6elp1XSfDifpExeFMAsoJJedxb4AHXNS+gQHrPrKbfMc7w3tO0k5nT5y5bVKosC+9Xi8xM9xLn09MTOj09FRnZ2ean59P59rNz88nF7z32enpqaanp3V1dZV2btJXni6C519cXGhyclKStL+/n4wojEP6AHZnbGxMh4eHqcyDgwMdHx+n3ZzOeES3FYagpGSMwcJ7jCP3wZIztzz2kjJxr7Edm3pjSGMo13Wd1kf0CjpIujmMGYPYzzRzIAooo52Uz3sCcHN3Kus2OpD+oh0nJycF3HybBEsDq8Ep3NPTUy0uLqrf7+vo6ChNNkCO03TSzbZq0C4TfXx8PAXPsg17ampKY2NjmpiYGDhzamJiIoGdyclJnZ2daXd3V71eT6enpzo9PdXS0pJOTk50eHioXq8n6WZSw+pI0vLysiSlz1lQoXexoLCOWGAODg40MTGh8fHxdP4TLxUvP66w/f39tMgeHx9rb28vvcg7Ozu6vLzUzMyMzs7OdHR0lF54ts+PjY0li+L4+Fjj4+MJNGJxMU7SNf1/eno6sCCgoKSb+AC2m3/HpICbO0q73a5JL4Byir+l10+PRgASAAuPo3AF4KDJ3UsuHuuRi2uI28Dd0o9uFeqMJe7WtrsM/DokurskDbg1HCi49e/sBaAGkDU2NqZutzvA1rCGrq6uJtZkZGREz5490/z8vM7Pz3VwcKB79+7pxYsXurq60szMjPb29jQ5OTmQ6uHg4EAPHjxQXd8EWI+Ojmpqakq/+c1vNDk5qbm5Oe3v72t2dlY7OzuSrhXz1taW5ubmEhAdHx/X7u6uZmdn1e/3UyJSDjm+uLhIBuLp6WkyIgFjDvzcfUffYsxFVs/ZOdYy/o4uHsryGCV/ljMqjJnXIboKpZsAZnQWz83Nkdy8jOUCtGHbonurgJtvkbRarTThJyYmdHBwkNwxWAM+uXxBJOgQlD8+Pj4Q/AYCJ1A40tdjY2MaGxtTr9eTL8ZMYnzLdV0nAAGwYNFD8QNQmIxYOjAq1AVKE2DCDicWGKw2cttwttPo6Giy9KqqUq/XS6DKz5xiwTw8PEyuK45/4JlHR0fpBHJ+KPf09DRZeg4OpRurgZfv6upKs7Oziblx63RqakpbW1sJQH2HpICbO0q73a6x4GNMgNP8EejwuVP6vh5jsTKnnK2JcRdO+TO/+czv49mu3JydQXKAw+MeAEgAj7j918FVbLO7INwNxRpDX/EOwyKwPoyPj6vT6WhmZkbtdluHh4eJ5YU9Ozg4SAYjhiEK3F0u3ibcOO62lpTYZ3KJEevoQcheb9rjbrzp6ekBdpgUGayhxCtK0uHhYTKc9vf3U5Z2dr82ARpn93wcovsnuqSi+9TnpI+tz2O/HtYuApXoTvK5R72Ywx5A72XRFp8PXs+Dg4PG9asEFH+DQmAug8+L6GyBpBQ464dkovABJY7KAR2coI2Sdj/0+fm55ufnNTs7O7CN8+LiQjs7O9rf30+7pigPGppTs0dHR7W/v59cYm4Fcl7Uzs5OKkPSwMsI0wKo8yC44+NjHR4eDsTLOCUNU4K1htVVVZXW1tY0PT2dEhXOzs4m2txBZLfb1c7OTmLEPBEiIEy6Cep0nzYghjryUjJuJA0EMBX5uyf+XrmryOewgxoHzq5MffH3mBVpcLdIVDp87koulh8ZALeCHXxIg3lQeFf5HEWJARNZGXf5AHRcomKOdWFNYc1sta4P+p2enk7nyHU6He3s7Ghra0unp6c6Pj5Ohgl9x3vKOwsr7DuQHMh53h7agbsEJsXH2oN2I+vkLAm5tzxjOgbc0tKSZmZmkvuQNZ5s7ZK0t7eXGCAfqxyYiTFCricAej6fHFg7OKaMyPJF8MM6SR86YKaPHfT5Z3He+bz19yf2sd/fJAXcfEPSarU0Pz+fTssm8G1mZiYFBSO8lLA1HhCIYkaRj42NJZcNAXL4s4nn2d3d1fLysubm5jQ2Nqa6rrWxsaGXL18myhnf7MTEhKampjQ9Pa39/X3NzMxobW0tvawAm06no/39/fQyY10cHBwkN5FPWn6wjCQl5ml/fz/tBhsZGdHm5qYkpSDkjY2NxGqxZf3k5CT5sk9PTzU3N5eCiokJIGcQLxWJA7/44gtdXFykhRImaGRkZCBpIfQwoIVAbqhsANvR0VFaTAmy/g4yOEXuICgu/o5gJbIbkS1xi1p6PUiYa1yBuJvAr0V5uUsCet9BuyuJqBw9tYI0eLwA13pshCszJKfYXJmy9gA2YGlILTE9PZ3aMTMzo6qqEiD4/PPPtbm5ObB70t8/dkUtLi4mxmd2dlb7+/s6OjrS5ORkindi3GCuDw8PdXx8nNZYYu3W19c1NTUl6RpsLC4uand3N63TR0dHmpqa0unpqY6OjtTr9XR2djaw6YDfbJjodDrJXU/bYfbHx8fTmsc6dXl5mWJ1mGv0K+Pk48kzAB++E87nQXQXOeh0EMv1vq5GFiayLM6SSTfpTWDSfH75/PE6Obvm6UyGSXFLfUMyMzOTAA1+YUkp1oNtxqOjo9rb20vMCJOI4FdJicHxbYq9Xk9zc3PpZZmamtLS0lICPhMTE3rx4oU2NjYSqDo+PtbIyIjm5uYSaJmfn08vGcCLQDIoXijWqrreJdXv99NCcXx8rF6vp1arpcnJSdV1nRYF4mymp6dTsBnuInzMACSCFVutVnI3wRwRV0M8EBYJAX7E1KysrGh5eVlVVek3v/mNdnZ2ND8/r42NDe3u7ib2ZnZ2NjFVBwcHAy8e53vBorHbq9vtJjocyhvXIqzUt+HdegMpbqk7SqvVqjksVno966w0uK3VFX6Mp5DysQ6RvfFyKD/+ji4hB1T+DL8n7rhySz6CqvhsZ5W8Ds4IRMbEGRlp8MBaYv5aresdont7e9rc3Ew7maRrpTg3N6equo4XZMdnr9fT9PS0qqrS1taWJCW2FyU8MTGhd955R51OR8+ePdP29nYCEgTEnpycpPWX57GWbW9vp8Da8/NzTUxMaHd3NyVaZUfUxcVF2rF1dnamly9fJrAJQKMvx8fHEyv14MGD1B9XV1cpZog0F5IS4IkxTAAMZ0IcfDqYiKA35450cOrX+JhGoAVojQwOc8fdWT5fYCU9LYCnI/DPTk9PS8zN70uqqkqR3qDOk5OT9BmUpceoSIM+exiDfr8/kKOB4OCquo6OZ/BhQFg8dnZ29PLly3QEwtzcnGZnZ9VqtVKQ8erqqiTp5cuXKY9NXdd6/PhxyhtD/M3FxYVWVlb0r/wr/4reeustvXr1Sr/85S+1u7urqrrOYcPi8+jRI1VVpb/5m7/R8fGxlpeX1el0dHh4qP39fR0eHqYgvJOTE62vr+vk5ETdblcHBwdpoSAnjrvlOp1Oyjbc6/V0cnKivb09HR0daWJiQrOzs+n3+Ph4evn29vbS6eCHh4fa3d2VpARwAHK+RRxr1vMOTUxMpH7x3R7cQ1nfcing5o4CuPEA3hhDIA0mvYtuJLdy3Y3iAAnl4LEalBGDh2Msg3RjMbtLxV0BrjycZWJOe24WV6IOzqJLLH5GnUdGRhIDjDECqGCzwNnZWXrHX716leo0MTGR7nn48GF61wAU9E+/39fTp091dnam9fX1tJvp8vJST5480Z/92Z/pxz/+sXZ2dvTf/rf/7cCux9HRUe3u7urJkyd68uSJfvGLX6iua7333nu6uLjQ559/nozV4+NjbW9v6/DwMO1g2t/fTzGFxNrgYsMYHR0d1RdffJHmwPHx8cDuJYDO4uJiSr/BNnIMQ5hsP8gYFw795XMLN2ecV77G+fzxsXTw4uyPg16PG8sBp+iy8jnMexHL8ee7a+pLo7qAm9+HMLHcVSLdWFFxux2LUb/fT/7m09PTAZ8pu54mJydTAC8TsdvtpniTg4MDnZ2d6fnz59rc3NT09LTm5+eT2+nk5ESbm5vJ8nH3ysTERIoHWlhYSK4fSWmnlTNDz5490/HxcfoMawP2ptPpaG9vT+Pj45qZmUmuJnLi8LIeHBxoe3tbU1NTCWDRN2zRPD4+TjvA2AlxdXWlxcXFRCnv7Owk68L7amZmRrOzs5Ju8gft7e1pf38/tX93d1cHBweJKfPxADAC4tyKqes6sVwsLiyQvpB8C6WAmztKq9WqiQtxloXFmDnicSdusUb3lSsovmfRj8wMEt1C7jJwEONWthtQXgZKLrQxlecKCImAhnsc1MDQttvttI5hjLENHkaY95Akn6w58/PzWlhY0OXlpXZ3dwfAG7GFsKxXV1daWlpKrpxut5vi9ShHkj788EOtr6+n9BGAu06nk4AFDDupLn75y1+mbfovX75MGxoII2DzATtA2ahweHiYWG62hQN6JicntbW1lfJ+XV1dpb7BJTc9Pa3x8fHEbvODroDJd6bM3TkR8Dqj4nOL+eFz1sfdwY3f6/MpxtjEmLMYmxTnW2Qmff7yU8DN70FwVzCRnJUZHx/X0dFR2q7MhGOgJyYmND09nV4AJufMzEzattjr9TQ5OZnoXOkaiLRaLW1vb+uTTz7RxsaGZmdntbS0pLW1tRQnc3h4mJLbzc7Oan5+XtPT0+r3b86f8snF9XVdJ+CAP/js7CwFEZNbwQMdV1ZWknVBzI90HSz38uXLlCAQf/nDhw+1srKS/NhOXVZVlVxRbIt/+fJlYl48/0Fd1wlEud+cwD0sp+3tbX366ae6vLw+ZHN/f19bW1tqta4TKvpONnJFsDOs3W4P7GTxhGv8EBv0LZYCbu4oMDeuzGO8y5fXDbiXYrCwlActzKnoLpBudlS6BY0SwCXi5cY4BkkD7yvgJroQopstBn9yf3RVITA07Kbkb5hYSYmhff78eWJX2Vn59ttvq9/va2NjI60Bo6OjmpubS4lIUbpXV1fJBXR2dqbFxUWdnp4mI4qg2qOjIx0eHmpzczPt1pRuAmjHx8fTVm1JiW3v9/sp1ubw8FDtdjvF77399tuanZ1NCVJZk1wX4EI/OjpK6zEMNGz+5eWljo6OElMOszU1NZXiiHq9nvb29vTy5csEwAA77tpBYMSokwdHe04fxtfHM87N6GqKbqvc9cwJPybDgY0zSnGeOqPkc764pb5habfbyb/rdB4Ah503TGQmFi+E51kh/8HKyopWVlZSgNrq6moCM+R/ODg4SExNt9vV2tqaVldXtbq6qu3tbf3VX/2VWq2W3n77bS0uLqYofSwbJjllspiw+JGDgXbs7u6m6zc3NxOwubq6SjExLAanp6eanZ3V1NSUdnd3k+uJpFojIyNaWFjQ22+/rcPDQ52fn2t2djbRrQ7MuKfT6ejly5cpIPDVq1fa2dnR7u6uxsfHtba2pt3dXb148SLFxHQ6Ha2urqaFkISHe3t7KViYhWV/f3+AoSFY0XM4MG4wS5xMfnV1lRijy8vLFCT9LZQCbu4oMc+N/3a3jgMGxBfxXMwChoYDGL8OheDX5hgaro/0PnVwZeUxENTDQVZklr7sgwGF6gGlrVZLc3NzSblOTk5qcnJSMzMzya07OjqqnZ0dPX/+XDs7O5qZmdHMzIzm5+f11ltvaWNjQ7/4xS9SJvXHjx8nd3Ov19PR0dHAu8khwKSFoB6eKfjg4CAxLru7u6kM3zVKDA6sLVvPCQsYHx/XvXv3ND4+rqdPn+qdd97Rxx9/nNzasDmnp6fJIGLDBzm4AHTb29tpHZ2fn9f8/Lyurq707NmzFL8zPj6u+fn5lBB1aWlJGxsbqutae3t7yS3H7ld3j0pKHgGYbwBNBKO5eLBc7I7P59ycd8DizGOM6fG55d9H0Ox1KW6pb1iqqkquDyY2LiMGkXwF/iLiXjo+PtbR0dHAbqq5uTnNz88n0MF2b2hIWJ5f/vKXarfbevDggR4+fKjvf//7qqpKH330kb744gtJ0jvvvKMnT56khRCfMfEsi4uLury81KtXr3RwcKCZmZkUMEsA3MbGhhYXFxNzcXx8rPX19YEkerAxMDsjIyN69OhRYpo8YPfevXuanp7W3NycxsfH9ezZs5RVmJeTnQ/b29s6Pj7W0tKSDg4O0tZwggbPzs707NkzvXz5UmdnZ1pdXU398/z5c3388ccaGRnRyspKCgh8+vSpJKUA45cvXyaASdZodrmRgROqmPO1YI8AhSzkdV0nP/zJyck3Mgd/Syng5o7SarVqdua5C8Z3BX153YByiLS7L+QxLiJ+7yBGuomHwRXurgcAh6du8OzDfEcdeQYgxY+M4Hrq5+4LkhF63i0YZ5hs0lFcXFxod3c3ZWHe3NzU559/rpOTE83Pz2t5eVnvvvuuRkZG9LOf/UyvXr3S5OSkHj9+rEePHqW1g40ZsK4EKGOEwV6x5l5cXGhrayuxRLybxNBsb2+nDQy0GSZocXExMb7SdS6d+/fva3R0VPPz83r69Km2t7fTuvDq1SvNz8/r8vJS29vbKYEpfUgcTrvd1qeffpoSC7548SIZbcvLy5qZmUkbKVin2biwsrKi+/fvp80hz58/1/7+fnJxkesHZpw56S5PZxB9PjKOzA3PW+RsugMkn9setOzMYgTcOeDsoMrBvb9fUkni941Jq9XSwsJC2unDBOagNQLGpGsXEmwJO5+wqqamptLOoZmZGa2urqbdS0tLS9rb20u7nq6urvTrX/9aR0dH6fiD999/Xw8fPtTHH3+sv/7rv9b9+/f15MkTnZycaHFxUQ8fPkzbFXm5SYpFHArKGKbJg22hgF++fJlcTsfHx6qqKh2F4Oc/QZmOjIwkKnp1dVXdbjdZKLBW7LgaHx9PmUBHRkb04sULzc3NaWFhIe0YgPkhdwXMCy/B7u6ufv3rX6vVaml5eVlXV1fa2trSZ599ppOTkxRkPD09rXfffTe5CQGDuOo2NzcTvU8KddgiFk3GnN0TVVUNHPvAbrBvYQ6cAm7uKMTcSDfWqbsnpcEA4pjzxXeCfFleYhm5h8/d9eJZfJ2dkAZ3O8XgYBQIoAdF5K4KrnVl5JZ7VDbeNq4jvQOH4i4sLCRDA/f22NiY1tfX03q2sLCgt956Sw8ePNDPf/5zffzxxwlYjI2N6eHDh7p3756km+MHUL6np6di1xrvHmCr07k+Z461CUCH2/izzz7T0dGRtre3kxsZVhp2nXXv6OhIf/zHf6zDw0MtLS1pZWUlucrZ6UqKDnbCMl4ARq6HFTo7O0u7tejHjY0NffLJJ+r1elpbW0uA5sWLF+lgZel6DfrRj36ktbU1bWxs6IsvvkjMDUaZb1RhfD2ukHIANQ5AHEwwTzDWfaeWu40cSEdXls9x5pnP0VhPNxIiODo+Pi7g5uuWqqpSjgPfvoeFwZZCtjTXdZ3y1ICeWWwI6BsdHdXa2lo652liYiJlwe31eqrrWh999JE2Njb09OnThPJHR0e1tbWlnZ0dvfPOO7p//74uLy/T1miydzL5yEB8dXWlTz/9NNGtr169SgFxvjtrb28vuZzIrEnW5PX19QRq2FZNv/A8SXr69GlytRGENzIykrZrS9duprGxseTy2djYUKt1nS+IGBgYLBbKTqejra2ttGX74uIibfPETXR6eqqNjQ19/vnnkq7jgrAAiWV68eKF1tfXJWmA2uZICRZGnunKxo9nYNcGCyys3LdICri5o7Tb7Zp4jWh9xvgVaXDLNO+dB2Ii7tKOizvPcleTBzRTj5ziYR1CQbnyiGwR9aC+DpJ8d6D1Raqvbwwg5o8dkOwe3dzcTPm0FhYWUhZy3r9Hjx6ljQvvv/++FhcXEyMOCLm6ukrGB+4wTySKAXJwcJBc+ICLs7MznZycpADmly9famdnJ4E01j0MFJ719OlTTUxM6P3331ev19Ph4aEmJycTS+3H23i6iqqq0uHEU1NTCVjwGez41tZWcst/9tlnOjg40OLiYkr09/z58xT7x7jNz8+nNdoB4+XlZVqfYyA54+VMnKSU78vBRC7OKgIX/yyCJAfc0eXk8WQ+5ygn51r9EsSWDMVfp3igli8wDAquDQ9KlW7oNiw0FCLbGufm5rS0tJRy3rC1sN/vp5w1dV3r4cOHun//fnJB7e7u6r333tP3v//9pFQJGibxHYtTt9vVxMREshomJiZSW1iA8GVDIbM4YJkR7c+L/OrVq4Fn4N+VrhefxcXFZEnVdZ0WtFevXqUMxiwMrVYr+eDv3bunw8NDbW1tqdvtam5uLrnWRkdH04sE5czuscnJSa2vrydGZmFhQVNTU3r48KFevXqlL774Qk+ePEmJsZaXl9Xr9TQxMaHNzU3Vda2pqSnt7OyklxLF4Fv0XVGxcMIu4aKj/9iNVuQPR3yBRmk4wMBlFCl87o2LPeuCZ4iN8RHRwvZrHES5NY0Ci4nQHEjFWAqUkisX6paLtSDfFJseqqpKwcC8D8TzzczMJNcwsSczMzN68uRJAiP3799P+WWoE3XmneM7D+IF5LAee7wc9SWdBjEuxNT4DiPidyRpdnZWVVUlg41r2dk6NjaWdoL6+XsAGY/pkZSCkTGCCEjG/f3ee+9pb29PH330kTY3N7W2tpYOCD08PNTe3p7m5ua0ubmZWK6JiQktLi6mvGHEJcH6Mc4eI+Vg3N2Wzqi4C7Mp9iYCIuauH5iJ4e9gugnYRJeVz8NhUsDNHaXT6aSTYR25+qJDXhpeFmhTZwKk6xe11+upqqp0SNvi4qLGx8f14sWLRBk/f/483VvXdTrvaH19XWdnZ1pbW9Pa2lracrm4uJjy2pDfpdvtpgBd4kbGxsYGDjuDxYDx2N/fT64twI7T2cQbzc7OJgCCuwh6ltgZMnLi/6cdnjSQHU7kkKA/p6en05ZJYnXI6smiQntarZZmZmaSlXR4eJj82Q8fPtTDhw/16aef6osvvkh5MD744AMtLy9rdnZWvV4vxeDMzc2l4xuIp2FR44gKxh9XX1XdJAR0t0HJYvyHJdFFExd7j1dAGSO8d7xDOQbHr2cuRdARd5rwP/M0Z0EjvtPQQVHOnRUVjAOzfr+fAA0G2tTUlD7//POUafjZs2cpBqTf72t1dVVXV1f67LPPdHl5qUePHqVt2v1+X0tLS2knJmwtBhNn1QFyYMXZtOG7VjltnHg52BNiX8iTs7+/r1evXiUDCWOFNhKXyPpCvYhNpD/cFYXhxPVs2Z6enk6JVr0syp6amlJd12mn6UcffaRPPvlEIyMjWlpaSmvk559/nhKzfvDBB7p//75mZmYS283uXEII0EceOOyMCwAEIy3mx8nNB9rsrkl/FxwoRqBOHRz4cA9l+9EYkTHMSXFL3UEcZQMQnN6FmsTlRHp/j3Nh4EDyc3NzevDgQWJN5ubmEvMzOzurX/ziF9rc3NSTJ0/Sidl/+7d/m+J9VlZW9N5776Xo/Pfeey+5mfCVspgeHR3ps88+08TEhFZWVrS+vp52B0jXi+TCwkKKpSEHhFt8dV2nGJlXr17p5cuXOj091ccff6y9vT3NzMyk+Jl+v6/Hjx9rfHxcS0tLWlhY0O7uru7du5d2IcD+jI+Pa2trS1dXV1pdXU2n6Y6NjWljY0PtdjvdX1WVFhcXNTk5mbIY4/LjtPG6rlMisA8//FAffPCBLi4utLCwoIcPH+rg4EAffPCBjo+PNTs7q06no6dPn2p1dTWlY9/c3Ey0+snJSTpBHdccfQvYY5HlMFBAEWD3W3KKeHFL3VHa7XYNuykNJuvjPfHdTLnzouI6DHPjVnAOpPjzopXtTHJ0KfCMCJzcHeHPy7nHeIZ0Y8WTNJPYurm5OR0cHCRF/qtf/Sq9d6Ra4H1qt9u6f/++er2eut2ulpeXNTExkd57FDLMZ7/fT7GJuL/IUTU+Pq6TkxOtrKyk3aC412GxAD4E4LI1fH19Xb/+9a+Te2pxcVEbGxt6/PixHj9+rBcvXmhqako/+MEP9Pz585RbDGZuY2NDCwsL2tvbS+zxb37zm3Qczt7eXtqtRcgArDm7StlYQvZ4xuv09FSff/65fvWrX6nf72t5eTnV/dWrV5KUto3/8Ic/VKfTSaw8MZIYuZEF9LkA8JSUAA7AxIE098HGMUei69WZ+i/fmTR/nDlyl2cEPh43xLtRDs78mmRkZGRgix5MBqicfAa4NYjd4AX1gKxW6/q08NXVVS0vL4u8Gc+fP0/BcR9++KEk6cGDB2q32zo6OkpU5KNHj7SyspJcPLAoDqxQzKOjo+nlIUbn+Pg4sSXS9a4jthz6Dqj5+fmUe2F/f3+Ahm2328kKY8FimyV1vLy81N7enh49eqSxsTFtb2/r9PQ07Yyoqkpzc3OJgeE4iNPTU62trWlkZETPnj1Tt9tN4IeAbNiUhYUFtdvtdMgnAdJYae+++64WFhb0F3/xF8minJ6e1urqajqFt9Pp6Pnz5+p2u1pdXdXExIR6vZ4++uij5Dff2tpKDBE7L1jkHOi6+w8L5Pz8PC1KRb77AgiJFrBT8YAJ5qnHEbhi8Os9gWcMpsw9XxpUUrgYXOFwve96wuqOAcU5dsjZaZQgzAOZhznL7tNPP9Xm5qYWFxf1L//lv0wups3NzbT9u9Vq6b333ks5ZTjhmw0H5NlC2UULnmzouLi3t7d1dXWlJ0+eaG9vT3t7e+r1eml8Li8vU56s/f19SUrPYzdUq9XSL37xi8TkPHjwQL1eL7nO//RP/zStL2RP99Qa5+fn6RwqzvBjHIiDYSOCjy8sE+WQ64eYnl6vp3fffVcrKyv6q7/6K33yySdaXV1NLBTr+OjoqP7lv/yX+v73v69Hjx5pa2tLnU5Hn376qbrdbjoXiznGOOK6jCyZs4uREWQcPNxCumEO424qn28+Pz32JrppIzPa9B64FHDzOwjgBBqNaHQCx5hcuG4IeoXJAeVOTU1pa2sr5Wrgnvn5eVVVpc8++yzF2ezs7KQt4TATAIp/8A/+gR4/fpyQLVH6nO1EvoW6rrW2tpYYCF4ygAoLL9aPpKT4JaVDMTlSgcyYJL1zHzW7k46Pj/XixQs9efJE7733XkLkk5OT2tvb09tvvy3pOt4GK+Xg4CABurm5OW1vb2t8fDzl1lleXtb5+XnK57O8vKy6HjzDipcIS42+whJdXV3VP/pH/0i/+c1v9OGHH+r58+daWFjQ06dP9dlnn2lra0tTU1PJXfXo0aO0FfyDDz7Q3t6eVlZWUtzT5ORkYrAIKubl7Xa7mp6eTkGcUNG8tIDhIt9NAQA4EHC3kYMNt0B9off4BOYozJ9T+NHtzT3+rHg9IEYadDVF65vPPT+NPysCLZ5DcjkU98rKihYXF1N+lna7rS+++CKlttje3pZ0nWZhZGREP/nJT3T//v0UH7K7u6u1tbUUSEzszP7+vubn59OxAxiSGA0ABUkpGzCGBywRZ9v1+30dHBxocnJS+/v7Gh0dTW6l+fl5ra+vJ8aXvpmcnNTp6anef//9FLvIjiU2exCjSPyPxyXirvYA5/Pz82ScAYAkpXWZ7O5sUnEX2o9//GNNTU3pk08+SWP49ttva3d3V8+ePdP09LQ++eQTVVWl+/fv6/z8XI8ePUoMNsCRzPTEWfI3+XgkJdcZ4MuBEADIXUrMBeaNzzGuBxw5QMKr4XPW5x3AFjA9LL1GATe/pUB5xuAo31KJlUFMBQPFPQTVcTL1yMiI1tbWNDMzk1ib58+fp+fBfPR6vZRivNvt6sc//rEePnyYWAEAz9LSUlqYsB54UQ4ODpLLjDqxQOA+urq6SsoYVxbbn/f29vTTn/5UDx8+1MTEhA4ODlJ2zZWVlTTx7t27l1iQH/zgB2q1rjMnr66uqt/vpyMPSMpFFlHOhiKvDzl1pqamtL29rVarlZgm+v3ly5cpLuj4+DgxRmxBhSVhBxVbzsfGxvT06dPU3+zyeuedd1KunH6/rw8//FD7+/t68uSJJiYmtLCwkJIpTk5OpjTqvHwAvbquE9ghfTtt9wSFzIkCcL6b4lZ5dAXxfRMQkW5cUACPCFxccvEwbuG61euWdAREfI6xEUGZM0uU52wQIIz0DmyFf/jwoebn5/Xpp5+mYF2Mjl6vlw5/nJiY0Lvvvqs/+qM/SrEfPO/+/fvpwFqMR5Sl7+Bx9zj9PT4+ntiOq6srra+vp8Ba1pz9/f20SxUXEesca97q6qqePXumfr+v2dnZdAbevXv30pl0MHOdTidtgiDXDq79jY2NtCkElghFPTU1lTLQYxQDalhLiL1h/WaOYbS+//77Kdnr3t6etra29ODBg7QjdHFxUb/5zW90cnKitbW1FFS8ubmpqqoS049BxvhST3RZBMNxl1V0Vzog9msd0POsGM/D3PNAfMAU9XKWsUluBTdVVT2U9J9JWpFUS/pndV3/h1VVzUv6f0l6IukTSf9WXdc71XWt/0NJ/6akY0n/Tl3X/9Ntz/kuCGd7MLkANrx0vDAEhrmSA62TlwXakky7nU5HS0tLGhsb08cff6yTk5MU63H//v20xbnf7+vevXt68uSJ3n77bfV6vZTTAAaorusUNAcqHxkZSam5JyYm0rlMvJhsd2R3AruVAAySdHh4mPris88+E4cFso2R4D7cMkT0O+ihD9wK2dvbS98TnIvVBZgkMJk8M91uV0+ePNHGxobW19dT8CKLO/5r8u9geUBhkw8DN9bU1JQmJib06tUrPXv2TO32dfIxzuja39/XJ598ovv372tpaUnj4+N6+fKlWq2WpqendXR0lHzK+KfZrupKAcrbY7Kurq7PwGHreZGvTr6p9SvG0HiAri/kbqVi+TqQGAZwUSCeE8TvlW5cAFzvLi7+Z0emAxZXJFEJUZ4rL8r3Q3LZHv2rX/1KnU4nHSuAq/v58+dqtVp68OCB3n//fS0tLanX6yU2g9O8ee99ezdrGEyspAGgg0sMptQBEwAG4MKOId+ajTKtqiqxvJOTk1peXk7nYeFqI8cMG0FgX/mMnF6sjRg2gCcYDdY1jF3q6/EmnowQINXpdNL6BSvDZoeXL1/qww8/TCEJuOTW19d1eXmZYppGR0fTERezs7OJRXJmkTnCGHg8TqvVGtj8EYE74JP+ifOavnAAH5lPaTDzNf/7fBwmb8LcXEr6P9Z1/T9VVTUl6adVVf03kv4dSf9dXdf/QVVV/1TSP5X0f5L0jyS9++XP35f0H335+zstABVH+SBdgoYBNQyc05CSEmiQNKC48QfDFGBRnJ+fa2lpSVVVaWtrSysrK3r69GkK2GPRcMqQHVL9fj/Rv0TcUwdOlqX+vGRsGT84OEgvJEwRLIwzD9CCU1NT6WWjfHYnkHBwcXExZSrFp8xOLYLwiA2qqipZNACnbrebaGqoXsAOdDHBwAAIgnaxLgGepCAnXmd1dVUnJye6f/++tra29C/+xb/Q559/rtXVVfV6Pe3u7ur4+DjV9+nTpykXDzEzKysrevHiRXI/Yj3ClLEFFWuPxXNmZuY1y7nIVyrfyPpFDB0sTnQhRcXlbgu3iHPBmr7Au+vJ3VtIdD/xN/dQpou7XpzZ4V4H59QR8E8QPXFyGxsb6vevE1+enp4mRnZzc1PLy8v6oz/6Iy0sLGh0dPS1ow6kwW3Rkl4DMzmr3hUfa7OzHSQkZb3o9/sDbmrf1YnCvry81PLysjY2NrSzs6OFhYV0VhTPcmaDZ+OuwpCRlEAJxhzsPjsmPRsy84i/0SsxoSNMPYkPp6am9OTJEz1//lw//elP9fz5c/V6vcTGsxGj3+/r0aNHA0b5+fl5apvv4Ix5ang+6xm5nWgj84J5yLvgzB/tpB+jmzQCand/eft9jjbJreCmrusXkl58+fdBVVW/kHRf0j+W9K99edl/Kun/p+vF4R9L+s/q69r9D1VVzVZVtfZlOd9JabVaWlxcTJ3Py4Aib7VaKfrfA4RRoJOTkwkwoNTeeeedtJDNz8+r3++n+Bq2PhPQu729rbfeekv/+r/+r6dMx07NkUiOk7fHx8e1ubmZti/zIl5dXSVakoDlvb09nZycpG3PkhLDwU4ErEGYibm5ubT9kh1UWBgArLquEzVM4BoLGgHJgCxJKZU68UJVVaVF8ezsTHNzc+lF7PV6KWiPMs/PzxMgWl1dlaTkP+dvLA6ARKfTEWnz2dnB1vuf/vSn+vDDD9VutxPAYefGL3/5y3S2zfe+970Us0NZ9ZcxOPjKeT6sGnUAKDJ+hb356uWbWL8wYqJ1ywIu3SzK/rdbybn/3U0lvX6oJvfE6x0oo4gQj8eJDA/XelI/v9Z3BHFUSlVVyVXz4sULtVqtdJL32tqazs/Ptbu7qx/84Af6sz/7swRomP/uCqm/jDECBHqfeXtQeChJf6fIwUXGc+JsYFO9z2C3YbNwo6FMFxcXtbW1pd3dXT1+/FiSkrHkSpnND4BW6seagwsb1tr71hkm2ud5xojZhAkhXtOZDba/j42N6cmTJxodHdUHH3ygly9fpnCGjY2NFGPzl3/5l/rRj36kyclJ3b9/Px3ZMDs7q52dnQTuaJO7Op2RIVbQAbzvrnNWjB8H5M66+W5CT0fCnPRYtAh4muS3irmpquqJpD+R9BeSVuyFf6lr2le6Xjg+t9u++PKzgcWhqqp/Iumf/DbP/30IW46hMp1qg45lQZiamkpnnDjV5kcwnJ2dpZwNS0tL+qM/+iMdHBzok08+0cHBgV69eqWjoyOtrKxoYWFBOzs7+pM/+RP9q//qv6rT01Otr69rfn4+ncqNO+WLL75IWxs5bZtt1biJOChuamoqnThLOwgca7WucyKQERN2iEk5NTU1sCUc3zhUp2/RnJiYSGdAcRI6W7P39vbSAoLFg/uLyP5er6fj4+ME9hYWFtKiB3PDwgKThc8al5mkZL2wzRIw1O/3UywR2ZZPTk7U6/X0D//hP9Tq6qr++T//52kBJzs0wYgPHjxIeYWka7cdAZP1l/FOZAYdHx9PQdzuOsA1NTY2pqmpqRRUGWMtitxdvq71y5UAYMDXiXgNLmrpxhJ2IOGLPcwEf0eF7wyN7xpyl5UzR/49z+dvLy+6pZyJQrn3ej2999576vf7aVenx8zh+vizP/sz/f2///fT4bTSDZshKWUUpg6stQ5kEH93EDKce9oN3m1YUsaDvsRQqaoq5eSBRQKMTExM6OHDh8mAres6nSgOi8SafnFxkQKkcUdjoAGePDQBJU7biL8EoLH9mvGiz4+Pj7WwsDAAREmdcXx8rLGxMS0sLOhP//RP9dlnn+nnP/+55ufntbS0pO3tbT19+lSbm5t68eKF/uRP/kSffPJJ2srO+rW3tzfA5uVAdlVVA4cHY+D6e+CME2Pqricfa9rJZpDoMvWcPE0MZJQ3BjdVVfUk/b8l/R/qut531FTXdV39lrlq6rr+Z5L+2Zdlfyu5eLYiHh0dJZRPgFld19rf30/+T6xwBk5SerEAEFj07CxgO/Gvf/3rFF9zenqqlZUVHR4e6vnz5/qH//Af6u23306unrm5uYF0/xcXF4n9YFfVxMSEJiYmErLmxNu5uTndu3cv+V/9Zbq8vD4JG6uAF/Tk5CQBiLGxMZ2dnaUdXQTA4Vd+9eqVqqpKCafcLcTEZ1EgqR6LSb/f1/j4eKKUATrEzuAa822cuPWwmA4PD9OzeVGp49LSkl68eKHDw8MBFwEuNaLuodcPDw/1ve99T5L0l3/5l8mi+vnPf552O7H1XdLAuVGwNk7zY9Xghru6ukpxRR4XRQAhcUhFvhr5Otevdrud7sXKjKCAseS3B/J+WZ6XnRbyHKhxi9YBDK4BfzYK3N0BfG59k8qJida8ThhJ7BCCifzVr36V3NbHx8cJpG9sbOjHP/6xvv/976e1KCotDBsAHbuaWIcAK/QBbaAPAALOAPAcP57BGazR0dFk0EhKZ+yRqoO6sb4yrtQFw4j7eQZrKUyKjyOKm7KoE2PBtYQQeHbquq4T8yMp9RF9jcuNmMWxsTHt7u7qyZMnGhkZ0S9/+ct0BM7f/u3fppxmnFt1dXV9MOgHH3yQjPnt7e1kpMLW4W7zuBfPU+PxZMwZ2uXzygOD2ZnnTJTP7fgsNxa+EnBTVVVX1wvD/6Ou6//Plx+/gq6tqmpNEnz6M0kP7fYHX372nRJ21eD6YIsabgZP4Y3CZ+IDDnzi+infuI7IGHl4eJh28qyurqbg5D//8z/XkydPEs3qqN+3OLIFXboBVJ1OJ/mXCaq9vLxMvnD3jbplQX3w/R4fH6f4H5QvRy2w1RtwwmSlDri+8GUzGS8vLxM4wCUDOCTfxPj4eAJTLHosDmzRxF8Ozc0CDhXK7gjuW15e1qtXrwauubq6SrmKWq3WQNC0JH3/+9/X1dWVfvazn6XDS7EIYanu3bunkZERLSwsaGtrKwVFAlj7/X7aVhmBL3U/OzvT0dFRagPBzLftCChyu3wT65cDBMSZHHcfxWvdIo1ARhpkWrwM3jm3hLk+/naXgHSjjClLulHgfO6KBQVNtu92u51Oo8Z46vdvjhnodDr6kz/5E73zzjsDAdCsk5RJW2GYJSUlijJzgONAx9dXvoO9kZTWItgA+qrVaiWlzlZ1djS64gV0EVvk25ZZ8zC0HOgAnAAjJycniXFGD/gcIRaHUADAozMkkgbOh0IXoW/oR9bSxcXFlHvn4uJCP/vZz1J81KtXrzQ7O6tf/epXevz4sZ48eZKOpYFpmp6e1t7eXmqvsyvO5FB/+t/BCfVkLkVXVGQ1nS3ic3djxe8coOfkTXZLVZL+75J+Udf1/9W++q8k/duS/oMvf/+X9vm/X1XVf67rQLy9+jsWb0NWSffROuUL0vfERwwwLAiWuKT09/LycnJdPXnyRJL04Ycfand3d8CN0ev19Pf+3t/Tw4cPB6hLyoJydWaA6zwvxsnJSQJF+J5ZoGhXVVWJJYEeBtTwUuJWc+ZFuvFZs1uLBcLjb7CmeKnZcr61tZWsDL7H8qiqKrndqqpK8T2e1bfX66WEYXEHFuCP+KL5+fkUXE1CrOnp6bSInJyc6OLiQnNzc+nl8ezG7777rvb39/Xhhx+m7KkEZH/00UepT1mEd3Z20hZ8kiUCqDyAkaRYjBVjUH/pP8eVVeR3l29y/XIw8+WzBxRydDtFMBLBhmd9jeVa+9IP76+7pSSl/C3SzRbe6I7is1gHGAzcxKxvb7/9to6Pj/U3f/M3ifGFLR4dHdWf//mf6/HjxwNKjvbwLmMEss5ISt/zXD7HEPCdXgS0egwORg9MDMoXRphsxqxzAAqATl3Xidnhue4mpBzWfEnJAKNurMmMoSt16sZ6QDC176RiRytsj4c60AZymMHYecwKfULqiXv37uns7Ex//dd/nYxJ0otwePD8/HwCtpubm5qYmEhJRh08OSuTm68xZswZG67334BmynFA7uX7/8yTCPijvAlz8z+X9L+V9NdVVf3ll5/9n3W9KPwXVVX9e5I+lfRvffndf63rbZQf6nor5b/7Bs/41gjsCu6PkZGRlOKfTLy4lHwgnPrFbQFjcXl5qdXVVd27d0+StLa2psnJyXTIJUHH7XZbjx490g9/+EOtra3p4uIiuXUACwTkMqHdUhwbG0sxHLiU+v1+Yj0ACoAtjryHsYnWBeAkWqTkwiG1N5T01dX1lmZJKSnWZ599psnJSbVaLR0cHGh2djblWMBltry8rL29PY2NjWltbU3r6+vpfgKI8WuzgMNWeZQ+bSHduFsddV1rY2MjZfmUlHJVeJkwVmyJZxH78Y9/rEePHukXv/hFOmGcfvvwww/19ttvJ8DU7/dTfo1Wq5XcYcfHx2nBBviyKOGyYu64i/M2+rXIUPlG1i8W6UjJ8zlK19lFGIMYDxJdTg5WnLXgWnelYD070HLKn7oxT/nJ7f6RlJT5xMREYpWfPn2qVquVsnuTcPPi4kKzs7P6B//gH2h1dXWgfux6jC4w1iZ3ieGyQZz5QanBjnj/+REBxPQAopx9J70DawZGEIw57DjvJPWOTJKkZHy4+89zu0jX67JnImasYElog4/50dFRYseJMeQsQNZlDM92u53ajqeBzRmcp/WDH/xA8/Pz+u//+/8+zR/iIj/++GN1Otdn7W1ubkqS1tfX0/l/ZHh3kOcMjr8D3gZ3JUZwxLgicY2Lbl13TUVQ1SRvslvqX0hqKuV/kbm+lvS/v63cb6O0Wq0EKnwLt6T0ArRarZSXgHgbkLt0QwsStX98fKzp6ekUaPrOO+9odXVVv/71r9PhbGwHX1lZ0fe///20/RsXGMDn7OxMu7u7kpTKR+FzCi8Ho42MjCT2AwoTdwnxKew+ItYHtO9UoO/mQfl7HpqqqtLuJdgnJh+7q/b39wcO7xwfH1dd1wmAcXbW0dGRer2eZmZmtL+/n9xW7EIDmGDtEK8DBex0L8wJ9xI0R7AvuX54aegHzsTxLM8Aq8XFRb377rv6zW9+k85pwcoDOK2srCRAS3wW4A9rkbGkz7DSSDAGqAbcYSEW+e3lm1i/ADUs9k7Pw8ShlCPg4Rrf/RPjY/ge5cIzPSYHReLuEQdPHgckKRkjfIaRgIvFmaV2u62VlZWUxG5tbU1/+Zd/qefPnycjg6Nj3n//fT18+DDVB0OJ+U+d2EUEyHD3F892RegxSAShYnig5FGgsMCSklGKQdfv99OZT868S0ppJWCOAV8enwMImZqaSu81jDEZ5hkzD2ZmjYLhRpwZZ030fpeUto2zKQPAw5pM3UgqChjjIF+ADhtYPvzww2Q4k8/sww8/VFVVKf0Fu09xVcV6M+eZxx4bxhgDRv276DKNY58z6Jz5cXeWz4+clAzFX0pVXQfCStdKFvcOgwpTgzK7uLhIipPFoN/vJ5aC4NKZmRm99dZbarfbunfvnpaXl/XRRx9pfX09xdqsrq7qnXfeSSe5snumqqq0nZFAWNiEq6ub80fYNcWLwS4FJoo0mNXRQYMrXknp2bimOLeEs0tgR7COeGFhIs7OzjQxMZEW9W63q729Pe3v76ccFjBIWEX0I6BgfX09uYk6nU7qc2JisCyxhkhvjs+fIxjoj7qutbW1pYuLC83MzKTxgrnCcgRkAIaurq7SNlLYlsXFxeTuu7y8TPE3pEHf29vT9PS0FhYW9Pz5c21ubqZYJenGHeDb3X1hlJTiAABbBBj74lLk2yM5Op2F3OnzyEZwL/dFkNTk1ooUfYyDkAa3d0egEOvuigdGAIU5MjKi+/fvS7rO5XT//n397Gc/S+9eVV0nkXvw4IHeeuut9H6Q7I5yyE/FOkO9cH2guDAo3ZVEm7wdDkwc3Dgw4p317dewSO4W8z6EvWGt2d7eTrGNfA54ZdOExxAxXn7eHKd10wceWEsfsKYDRDxzMMZQr9dLCfccCLN+8RnrGgYg82Z3d1fvvPOOxsbG9Fd/9VeJ5T89PdXc3Jw++ugj9fv9ZGxfXl5qa2sr7YhlY0fc7u1slM/duq4H2uveDcbCAY2Ls0LOCCHx/5wUcCOlLL2S9OLFi4F4D1A67AKT0BEp6JhJCIuAxQMT4AG9AJsnT57o0aNHevLkiZaXlwdADMoPRoXyoSJhbaB8WRCIISH2hLgWLJKrq6vEYLBd3C0YSSmgd39/P1kBPJfgYCwNdm51Op10su7s7GxaWAjEwwIC2bPTiT4BEPlJ67xsBM+RDwd/NOMh3QTcOXMCQEXc90siLBLxATKurq4GGCsYNKjzx48fp6Bogp1ZBDgtvNPpaHl5OcU60e9OlzN3JA3sUiPTqVup09PTKTaryLdTfGwA0Mx130WFdS8NHgDIwu/uI+l1+t2NKb7PLfYoBf6OFD+KGIOD6/iu2+1qbW0tzdeRkRF98sknSWEdHR1peXlZ7733XjrwFyXsuVI4rJcAXQ9CZc0CWNBPzP0YG+QuOAwr3O/cR3vYtcR3vF8OImGBqY8bLJOTk5qfn9fz589TegmYIBgpzqaq6zoFA1MORun4+HhaP2F00B8eLM06heuadZW1HkYKw5t1DAYL9g+3lW+GQccdHx/r8ePH2tnZ0aeffipJycAcGRnR3t5e2kEKOGP9iS6mGEvkdaKPnYlsAtyAIP/OwbzHPTmodWMhJ3/nwU23203HBJydnWlkZCTtkmICsjihMIlX4cVgh4ADhH6/r4WFBc3Ozmp3dzclvtvf30/xOAsLC3r06JEePHigubm5FJfBNmkGvaqqdDilpJRLgV1QTovCMjA5EZggjlwAtcPAsOj4iwbzwbPcJ039AE5S3ppiQmJBAAKZtMS34OqCffGdRSh4gBXtnpmZ0fr6ug4ODjQ/P5+2UTqA4MV2axcg0W63U+wM7i0WErccWTwoo9W63kGxtLSkbreb2B1OL+50Oul8r52dHdV1nSyxV69eSVLarXF1dZ0VlPHCeqN/objJBA3oK/LtEl+8nW3x9UAaTGnP502xA+6K8YXc2R3+lzQAAjzuITIL1DfHAKF0Wq3rxKRzc3N69uyZ7t27p16vp52dHZ2enqaUE9///ve1traWmE6YAOk67s6Bh7PC/X4/rQ8ADukmoDi3rZi68z5zgKYDI+7jb2dvPYbDXT9+RIofcIzLDBcaytd3Y2EgAYhYQ1jrWF8kpd1KGESAIECLu7Skm11j6AAAFQYYwMdB9NXVVcp3wzgSSwXwOjs709OnT7W7u5s2TcCIc34f4RmEP3S73bRmeRJGxsiZMT53sN3kYnTGiXEZxl76u3Tbbqnbcxj/AQu7d1CIWN1QjZ3OdZr/09NTLSwsJH+su1KkG+QM8r68vEyJky4vr3OscNLs4eFh2lr99ttv68mTJynGBkAkKTE45Jlpt9sDOWewjDjVlQkiacBlND4+nvy9fkYTwgvESwP4IN5Eun7hoVphenZ2dl7bqsxLhqLmewDS0dFRonklpfNWAIxOk7p14OVjQU1OTiZ3WGS0PC04Qr3c2mNRY+fB4eFhAlheJgwYi4l0DU6Wl5fTS9/tXh8uWtd1UgBkPZ6fn0/JATnx3QPkOp1OYp1Y3FutVgI5sDy0oUkZFvn9iQONGDPA55KS4nL2xIER33lsjpcvacBKd8XtsQtuZUe3GdfwvysmlMnU1JSmp6e1ubmp+fl5TU9P62//9m/TeVHn5+f63ve+l86HIviWuD+Ut7tqWJdinXxHFCksYGa9zvQjax2GlH/vzAIGjLMA/gPAYr3DaPUxpC+JyfMdpKTUwO3lMVEwFu6e4h5AEYocpoU1GnGgEBleEg1ST4wy1jQMIIx0xgB309TUlN55553E5uMGx5DGyCbDse+odebRgaIzbQ64I0vpgMUBqY+vtzlnmPK8YfJ3Fty0221NT09LuqFnCcBiguBzZDHhBXY6F/eRu1ykm611xHJsb2+nCb6+vq7p6Wmtra1peXk5xb/w0s7MzGhhYWGAxiP+Q1KyKkDSxAiR5dcDov1sJUAcW9n7/f5AoisAjL9gKFRcQcTJABQon4m4urqadnSxndAXqvPzc62vr2t9fT1lDZ6YmEggkhcwuoJgYvA3U/eLiwttbm6mXQtYWLBRLJSAMqwQwCzlETzIYtDv91PeCxYi6GVe7pmZmXRiMMGI0NsxjoDzw8iZ4cApuiOoN8wW7j3GCdBZ5NsjKBlXtq50HfygBFAEMIQ5hSDdLOhRyfs1OZeTAx9nQGJsCkqCeU0OLgJZHz16pBcvXqQ5u7+/r4WFBS0vLw/MZww/z+/i66mkZLjAQvAu+lpK+6TBfGIYN9QDZhZDDoYDZgcmyYO5WYdgTWBYRkdHtbS0pJWVlVR/7iee8PT0NLmx0Qkww34PuuH09DRlbCYPEFniMcq4lxQR1Bej08cQcOAAlfZ6jBdCegnWJNpAKpClpSUtLi5qfX09MUwAnBcvXqQzw9rtdoqR9BAHGDfGx12j8T1woO5sFP/Hd4V7YowOzwZQDpO/k26pVuvmuHlcOR7sxvH1VVUlWhX3AsHErVYrxVyAuEdHR7W+vq7l5eU0IB59f3Fxkc774PBFYjKgQH0rJpQlixBxN+6DJM8LLyAAxBc/AIkHsx4dHaX2ciQEwWxQx9CoBwcHaUHmJHOUNhMQ1xxUJkFy0s3Cjq/aF0KsJ5/opHEng/LOzk6ybEZGRtKOotnZ2YHswm7VUR5sFffTz2wHpU4zMzMpaM53YDmYAojVdZ2AztnZmV68eJGCul+8eJFA0/7+vnq9nhYWFtRut/XJJ59oYmJC9+7d029+85uBrawem3NwcJBYLFyZDviYo1hTRX7/EgGE/0YxO5BwC9Xj+zxGQbqJm3HAE10C0cIHFPf7/aT4+I7PiUeJn7FmcegrGdq73a6mp6f18uXLlLl9eno6BQTzHN4dFBEGC+85Cpy+YAOCB/YCdtwlxzvCNbDr1N3ddtFtEZUnuWNY7zDc2DTBbk4YktHR0ZRrC4nKG9cVYwiww12GW97f24mJiWSwwsaTk4h1HsPGN23Qp+fn52lXKHVwVzzgDWCBzmIdGRkZ0bvvvqvt7W1dXV2lJKRXV9fZ03/+859rcXExMc97e3uanJzU4uKiDg4OEnPlbsHI6DhD4+429Iu7oxzEMT/8fwCVfz5M/s4xNwT5OuLFlcGg89J5hkbpxh9M3AkdDbWI+wi2ACDQ6/WSX7PdbqftdrgzCIKDJXEXEyDn1atXKWkd1obvfEKhclbSzMxMyibMCwIDg0+cwFnfNu3nMwGiyEjMeSzb29va3NzU9vZ2cqdsb2+n+BffIr21tZX6BVDgCapgd7Dk2FFFxD8LAawaFhC+ZepBvEq/3095eAh6ZDGEfsb1xQ6Ik5OTlGMGQEldGEvYEoKaWbimp6d1//79RKcD/C4uLhLQIXGjn/9C5lBXWizwWDW48li0dnZ20nlgWH5Ffv8S3UrSYDxAE9iJ7iL/DKDE76io3fUSmR63krkmurhQENxPHEe73U47cgA5BMq+evUq5UYZHR3V6upqUqC8VzCkxMJ4TJ3HiGBA4f521xQADVc5is2NF5S7G3+sV9GF4bt5+I1h54zS7u5uAg6UT44z+h9W28uiHFzXuIXY5LG7u5sYYZLxYQgCDmivsyLOLvnmAgxL1jCfNxiPpALxfD5XV1fJmCccYHZ2Vo8ePUogjrjFuq714sULnZ+fa3Z2NqUzOTg4SClF2Frv9aP/ozuQPgfYeNsw8DxImDZFt5zPK097kJO/U+Cm3W4n/yEvvFsAUJxMGJgSZ0kcQQKI6rpO7qClpaWUz4X79/b29Mknn6SdR8Tk9Hq9dHo3u7VQtAASFi62EzPpUYytVispfNA6L4ufocKk5vBHlDi+Ws5tYlLBxPByYN3wLOnGqvQcFrxgBMlNTEyo1+ulnVSwVFtbW3r16pV2d3cH3DPuFmJhhEHDOmGBwcLjhxfbo/MZI39pdnd306JG6ngOi8MdhLsPWp3Mq07FAiwfPnyYTmIn5xAZlJ89e5Yyij59+lTT09NpN5lbXcxPXvbz8/MUA1bXdaLwPfAdsHsbPVvk6xd38yAeaIn43JFejyuIMQiS0trkz/LyPMbGgY5bww6knCVBcO2Qp+ri4iKlIeh2u3r27FlyNV9eXiYDDZcsSeQwOniX3VXimZL5jp1V7iKj3xzke0JNGF+e5zvRqDvvO7Ep9Bvuf9xarMe4f+k/3NY8x+N/PL7G3UeMFX0ev0fPwAj5FnYUOfqG+UN9nKECFNV1nVznPJPPOfaFtUxSYn9Yo9Fd7777rpaXl7W1tTUQ/0P+m+3t7ZQGY3x8XIeHh0lf+TyOQcUOpvnt7YmMGsDQ3yPvO78/vgc5+TvjlgIs0EnOwmA5+O4YrHKABi8oqJkJhpLhTCROrsa62d3d1eHhYXItsDWboxZ4Dn5NQMfOzk4CLKBqXgoWNLYX7uzsDPjtQbcEj/mW6egCgiaGDaAMgpd5YVhcPOiOOBlelLOzs2SZ9Hq95HOG8ZFudjEQgyIptRM/tSe7kzTwOdS5pOT+AgD5dmrcPCyQvsPBz2QhMJwdBdTHKWbmBsDGX8ixsTEtLy/rj//4j/Wzn/0sLfIHBweamprS6OioNjY2ErWMQiBJIYs5QcXMURQdmUrdQpQ0sPuh1WoNBLgX+f0J71lcxFm0GSNXiIwhrnAHSCjuqCgQL4PnO80Ppe/i8T58Dyifn5/X7u6uVldXk0uUVAczMzPJrbK6upo2DDB3ibWTlKx0tiJ7bBnfExvjlj/1Yz2gT+gzByWsEfzmfYJVjUo2uvB8XaMOsCycIXd8fJxiVOhnAJePufepgzSMUY8zop2sO5TlG1ToLwCcuye9Hs6ISEq/0WGw5JSHywoDifr+6Ec/Srt4cdfNzc3p4uL6tPPZ2dnEZmOQ+45hZ2gYK48ZdaDt4+Hzmvb73GWOMC8iYB8mfydMPgCIR3oT9MXhjpKSq4h7YAMcNEg3EwhajIWL4OD5+fmU/G5vb08vXrxI8RooSgZveno6TXZnWljsoISxjvzANhSv+zK73etzsSQlYIaSxeKBOWHRIXsxlhVJpJaWltJnsCBQoSwgLOYHBwfJspuamkq7CwBB5Kdh15d0PYnZfcEuJbY9E8tEX2CRYPWS/Zng6tPT05TfhxxCLCxVVaUdVswFmDdcTLBXBwcHAzmGWMh4XnQl8OyZmRm9/fbbaUGCzmdxhwqWlCj5qakpzczMJBcpIA1Axsss3Sx8uCJ9BwRgsripfj/iigZl5Qu5u1R8/riF7la6pIFruT8q0JxFHMGRW8iuMJ0hIB4CVymBpATDPnv2LAWTHhwcaGFhIc3V+fn5tAMIo2JiYiIZVM6MY/jQTxg9DgB8Dru7CbbBGRtAGQYX7XDFB9vrrjzWTNwqPJvsv7D3tNFZMwAU65OzKZTlLn3q6IYc9/vRE9TL11T6k3e+379J2+EK3103rO+MLesXfevpOWBycD398Ic/HHDvbW9vq91ua3d3Nx3LgO6RrvUV7kxnpXLAAwCJDvb6RfYyuiH9feFz6jlM/uDBDbt66HgmKpOFF1CStra2UnZYkuFFiheFzdksxIWsrq5qZGRkwCd5fn4+cGDj5uamWq2WVlZWBnKtXFxc6OjoKJ1b5cifbcvUEbrTJzrPAjTwclJnwENd3wTCzs7OamxsTBsbGwM5dEDQvHjkfTg/P9erV69ScDF1mZycTGcqOaXtrqXt7e20/f3q6iqBtZmZmeSeY/FjzM7Pz/XZZ5/piy++SNYGoGZ3dzcBiFarNZCDh3Elyybb1rH4Dg4OEghi1wULDG4mLFGSc5FUj3PAGA8PCB4bG9Pbb7+thw8fan5+Xvfv39fl5aV2dnZ0dHSkV69epTGYm5tL2ahJjsVi5gGntAeKGKA3MjKSDvn0c2ZmZ2dvtWaKfPXiC3CMh5FuYlwiqIiWqCth5qMrDgcCrAPuAnEQFF2dXh/mjG9OIAHlzs6O3nrrrVQX3oP5+fmU9fzevXspGzdZzqWbHDEYSuys4ce3RFNP1hjP9Mt7hRsYlpVrcRe5smYdp+241J0VoQxY5pOTkxQo7ECC939sbEwLCwtpze/3+wMGIn3qBgh1Zzs8QI6xc7eas1jRheSsn8em+JpFnWBuiG3kOhgad1liqGG49/v9xLi99dZbWlhYUKfT0ePHjxNQOz8/1xdffJEMMEAf92IwMofdpRQZ59zOP/rPA+Hpt+h2zblZm+QPGtzMzs4OBGRhVWEFE7sBG0EwLwPKtjyfBLiiQLDEleCqWV1d1crKiqSbGB92Is3Ozurdd9/V3Nyczs/Ptb+/nxQmCw2KjjgVBpOAYbYYSzfxIrAfuE78RSHOpd1ua3FxMbk6pOtJNTMzk6LfWbyk62y/ZGVmwgKI6L/T09OBBHb7+/tpmyRbSN966y1NTEyk08BZiFhIuIf+4jPfwcX/brEcHR1pY2NDdV0nJoS6nJ+f6+XLl/riiy9SUDgMjaRUH+YAliZAFYCLe+7i4kLz8/MpwBeL0xN37e3tpeMS9vb2tL29rV6vl+bT0dFRCjCn7/v964C+hYWFBF7dMiGvBmXAWsGuYQnjtjo4OBjYxl/kmxHGJbqiIphxNi7G1gBgUIQYGR5gy/1O3/OZx4IBXliTPFZPumEBeV6r1UrnCT169Ej37t1Lxs3R0VFija+urvTee+8lBQj7QFwYZR0eHqZgZOrpAcCAGs6087xhzkLAVOcCTSUlhoSNEh57Q3n0gdfDgSNbvRmnqGj9KAJ3L/qOME/r4IYhwMPjCB0k+UGftNP7wON8HAg7i+OsECCHNZ7P6QtiPvv9fjKE8SiQEf2HP/xhYqNJwkhYQFVVKU5wZmYmGZ0ObCKYwfXlfRfdUoyJ7+5y1oZ3xUGRz4km+YOMuWHysVXNz4NCGdR1neI3GFwCjUG8lOW0Gda906W4gaB2oSIBFwzs+++/rx//+MeqqioF0pJI0HfyeGwMQAr3BlYBkxM2AxoV5UZuFlw8JJbzOBpcN1hN7EjixaF/WKS5HkaElxsLZ2trS5ISg+AuI0kD5yvxosGmcObTxsZGOiSOGB+Ah6S0cJBgEVYFZgeLi8UcJobkW7SX/1+8eDFA97PItdvtAXdZVVVp+zwxLtK1K9NPiocVw/JkzMbGxrS9vZ2YqsPDQ+3u7qadbYeHh4lB4vm4p4hj8LiKy8vLtPsKkE07YBU9sLLI1yssvAASgIZb4rx37lKIlDvXeqyNxzLwHcLc9LgRd+9Ed4gDJ4yC2dnZ9I7dv38/zUOMCtayP/3TP9VPfvKTZNjBRMICkPfKLXcYIeYmawjMjsfUoNQkDaQ94P3F0PBriZXzzOm0Ne48ZT0BBJAagvWcd1q6cT8R38NnzphH45f1DKGuuHHcpRi3dqMzaK+PuXST76eu64G1l/fcQQ8hC7u7uwOubvoBBskTDM7Pz+vg4EDT09Oam5vTwcGBHj16pI8//jjF/X300Ud67733NDs7q52dnXTWIC5JgJXPRQ8Wj14Q5ilzg/ZHpjECptx7kJM/OOYG+g8QAlMD8pQGc1JISqwAE8DpTbd22E3AYLHtmhwk9+/f1/LysiQldwTyox/9SD/5yU+SUqOeDChoGzB0eHgoSSlORFKqI5b84eFhOpcJcYsBAOR+ZRYhadDiBETxcmIRwRRISr5tXnCP2IcdYcHAKsECmJ+fTxMa8AbTRJmwZyjrTqeTlD6uOsAViy+7v6BQAUZunQLeYFo8Kh+w0m630yGil5eXie1qt9upz2ZmZnR1dZUOsaTvKJ8FY3FxMY0/h7HCxMCuAGaxrAkOZ9Gk/+hj5gtzG8sGoI6FBCgaHR1N2+qLfP3CQhzj8GIMgbsN3W3lQEcaVITRYo0xNB67w3cei+EKhmtQPLxvVVXp6dOn6vV6iVFmZ9HZ2Zl+9KMf6c///M8H3AZVVSUXMuwDcxEjxDdiAIQuLi5SHigOlCSAn7a7G8KZdGLlmOfuWnM3D25y3svo1nNWDSOYerONm3WREAHqE5PXuZ6gHAxN1iXf2eP1ZGcu4wRg8XO4uJ7xkG7YN9/xRVnc6yy5pMSkOXPVarUG1rqTk5N0+Onu7u7AYcl4D0jc6GkzKNfnnfeR616fy7TdQY6L96u/L96PTfIHtfLh//MXg85DMUcXENaW76RyFBwtej93BDq31bpOCkjczbNnz/Tpp58mZfro0SP98Ic/1NjYWAI2KE1eRFwi+E5ZCI+PjxPQgUnhJeBa2gF7IylZXMSW7O/vJ+WLD5tcBa1WK23lZnLFfA4sELj2eDkAXh54DQhhYaI+WAmUAeU5Pj6egODs7OwAle8vjDNazvqQRwP32eHhYeoL5gN19ZgW+p97AUDkByKJIPUmWJpt4SgyrEFewIWFBS0tLWlzczPFBZF4sNW6DrDGDbC3t5esFrfwaDuWLmPDQkWwuHQDvIklYM7CXAGYi3x94rEzvI+Rho9MjitMn+9uuXqMAfdJGnjXvHy3+N069lgHn0sYFp1OR/fu3ZN0ff7ZxsZGYn0fPHigP/7jP06uIs53A/jwjnssCb9ZqwA+rpg8xhC23Blx+oj3lM88BYR0s8Uco6uu65SvxTOwS0pMEe87vz3mzYEmLIr3vf/tbkLWH/ofRoN+wH2IAC7cyOJvz9xMf/E8dpHB8jsI9UBm2HtntAhboJ7UhxjCfr+v1dVV7e3t6fPPP08JFum3L774Iu0KBnDiccBAdferx814/zGHcyyNzwF/H/w6H9Mm+YMAN48ePdL6+rrq+iZZm1tQvBSnp6fptGoCeNk5w+AzyCD88/PzlMCNScpgr6yspGMS7t+/r5GRET1//lw7OztpsDudju7fv6/p6Wltb2+r3+8nHzYvLEG6AC0UqfuimZSep8HRPVuifVFhqx6ZlEH5TDrajeXFC4PlsbGxoYODg+RmwiphUZWUAuQuLy8T0MN6o0y2urdarbS9EDqVbezOuBFXxA4ggNvp6al6vV5SGDMzMwOuopOTE83MzCQQ0+9fBzPPzMykl5kXZ2JiIi1cm5ubabGnb3zxpO1YeMRYMacAPQCoVqul733ve/rlL3+pw8PD5MbDSmYbOEwMJ5BPTU2lAHQUkFtgsDTSNaPn4Ju5jgJlHIkZePny5Tf6Tv5dkghGXPF5LA6fcS1A1e93BeBzwFkCd0ECjHJKgOe79c71KHaMobfeekvT09P65JNPtL6+rqOjozRnnz59qsXFRR0eHqa1D8Xr7DDPB1DAgmBkUgcHYRge0mCSVJglWJuYk2ZycjKtDXwG4z05OZlYX+9XQF6Ma4Jhoj9gwll3SDkRz3Ni3UQAMqytjKH3iz8bVpw1hzJYR3ycMaxZ9xkDGBuff+wM9Tgr3Hy+9tPnGEnEj7bbbf3gBz9I+b9mZmZS/GWr1dLGxkZyr7MuOyPodXaiwecmoMuBsM9xN9DcQPA5HMFSlO88uOEoAYKfJA1MGqhFlD3+YWcqmOB1XacstaOjozo4OFC/39fx8bGmp6fTBIGOIy350tJSirDf3NwcyFHz5MkTPX78OFGw0s2ZK7yEZNQlX87l5c2hk6BrAljJXYAV1W63U9zH5eWlJicnk1UFEwXTRCZg6YZtYDcZkxSf7cXFRTpXhF0QlMnLxcvHrgbKhYWCGmahlJQWSF4w6sHpuq3W9Ynbp6enqQ8AG/jVJaVdGrwIROxzbguglR/pZrE6Pj4eCF52vzELMP8jLFKMKws4MVPn5+eJxsU19vbbbw+AXU7eJYX57u6upGsLBIDrSoDn8znxDL4rD2WDvxyrDosckAco5AyuIl+duGvCFTdA00EnoMavoYwYW8O97haBSZQG421cAXCtMyCUy5yamJjQ3NxccrOMjY2lbN8eEEsGW0AGMW7MUXeP8AxSNLiSk27cKqwjzqIDyN1g80OCWQed5fLdVZOTk2nXJzugWJ/8fUAwtkjvwPo0Ozs7wD5JSoHV9C19joHCvTAuZDVnjcNY7XQ6SWfAdlAW+sqZNp7HHABYYVDyTMYY9gmAxDOJPwIMUQZzCZae5Hywy++//75+9rOfpfnH/cwfxov56kRCdEMB5iiL8WN+OMsZx9fncc6t2yTfSXCDr5WAKO8gFKG7mgAvc3NzadJz1pOkpHSY5HR6VVUD7gdcAWdnZ5qZmdHKyoparZYWFhY0MTGh9fX1FIuCwl1eXtbi4mKKXidehB+oPQaNBcDPEvLcBL67gHgf6gro4OUmIp+4laq6ST7l2wEBft3u9VlKThfyEviihFXB/zBexCQBNKG9OTQUAEPiQupIFmPqCNXtcQoo6p2dHXU6HS0uLqb+m56eTu1k0WUcLy8vtbu7m9go72eYKNg44l94nlu4XiZ9xW8sTAKIaTfxV9ST5Ffn5+d68eJFWiAIKj45OUmZRd0NKN2wAAREsxDgL2dRAuziagPI0xYP8Czy1UhkBnLuixh74j+em8XnHgrW30fKQLm6q9KBkZfDvPB1hLl+fHysJ0+eaGRkRK9evUrxMDAoKysrun//fnqfmYPS9W5N2oCSY94BLDBe6rpOhqjPb+5xcOYA0BNe0i7fqQRwoW3T09OJcSd2JYI7j2UBcKLwef8kpb5iWzdtoRzqgDsYxX14eJjOGqS/MJ4BaIwjY+HJWRmr/f39gZxoGHoOvJz1gP3FaHSXFmASAMS6jsHLOuMs+Pz8vB4/fqzPPvss9SnP4pw8jnjAu8E4AIYckABWHPBEhjG6at3NR1nU/Q+KuYE+YxsaMTTQnygrd79Ir6eGBhww+Rggj6KXbqKzsZrZBdPv97W4uJjAztLS0kDwWF1f7xKYmppKifDOz8/T9m5iTThc0q2WycnJAZQNM9Dv95O1DljjJceVRkJAFieYClwTvMjEJgF+YGNgRwiQhaJkIXJr0LcxssgSAwM463a7KXX37Oxsym7KJD45OdHCwoJOT0+1ubmZ3DYEr7Va19vPYUqcWYGpIiiPcWZL/NzcXGofW73J9AyrQ26cqqq0t7c3EDsj3dDrgOXx8fEEGLBO2WLOvJAGKXpiaSYmJrS2tpZ2SZDKnPOi3Oqi7U7XA5hQhIyDKy8H+sxblC7vw+XlpaamphK4K4dv3l1YZ1DS0usngntMTbwPpeXxOG7hRneVx88g8Xovh3UJN2yn09Hc3Fya38vLy8mNjFsU9uHRo0fJQCFOEEDu8XaAa+YqIMCBxPHx8cCuGuYjLArrM4yNsxW0jbLcLYxC9ffWAY3H3dEHjBWMjrvKHUzyPgGK/MBRfrOJgnpFVxX9AphxVxxrJ0Yd6xzgiPFjfuGu8zAG1mEHM+6GxwjCWIZtZ954DBPrOXVeWFjQ4eGhtra2Btx/Y2NjybA+OjpKRjXg1V1H7p51MObz1IG4t5m/GX+uj5/l5FsDbnySuTBh2+22ZmZmEv1PR0iDWwhB7CgBlLV0k8HXLQSPfWEi8gLAIKAMARicV+TuFJK8EflfVVWaoLjLCPBFeC4vn6R00KWja3YkQGXyt7tN2BnGguU7CzyHAozVyclJsnLwTfsLSH/yGZMdkAeL5JYQLzhAinFj4cF6ZWKjyHlJLy4uNDMzk1KAkwHT7/FkX/yP4sdNxzhFi5X5BTDGDcjzYATxVXsMEvMJtxCMCDE2tJU+Yfzw119cXKTTdyWl+vk21JGRkQHXIfWAZoaOZuFiLFF0AB5ciMx5Fk8UEu8HlnuRuwt9zFyI7A3/+8If2bOce8tBjINoV/bu3vLPJA3MW4AumblfvXqVYmnIawWrd35+nmIFX716lcrGkGJ9oWzWUgwz35WEIYFxgGvaDQkE0O0AwGNEaBOMDWsiQIt3jvcFoxPjgfI8nsld8Sh+GLWqujnXDibIt1W3WjebMSgLI9tjPz0lBdf52upBwriZeYa72Pif+cBaDXBj5xvX+XzzueQgw+eoM4HsusTtfnl5vYsUkMqGDZIAsk6yJkUQ4vOY9Yq5S//G+e7GAv97sPEw+VaAG6caXVESIOt0ry8ibgFgaUDBAZboFHzFKFoUhb9klEOAmQ9AZBM4S4UTxvf29rSxsZEsgsnJSS0vL6cXeXFxMVnoTk96kqROp5NiVEDCWChMAJQibAYTEBDh8SDezqiEWWjq+iYDL+iehQogAIND+bzIWE1umXCddD0heTF40ePuhXa7ncaaBYCJ7kGBjAduFVgpV/IOHGGAfMylm62TtMNZET6n/bxIbk0AEpmLDjp9vrgSYiEAuJEjggBswCJnS5G/xhUYz2RhxKrFumOxPz+/OTwU10KMf/Bri9xdnEFj/WHu8L5LgwoksjFucLny4re7vhz8SDfAytcJv89/Wq1WitEjbQHzeHNzM61fvV5PDx8+1Pr6ui4uLvT48WNtb2+n+cMae3R0lAAN7z87/BxksVYDdli/+d4BegQjtA/g4goPsObbrekrwIgDOxgufx9cR3hYAffwGUYmzBRMjaQEoiSltA5uOMA68wzcP6yfrBOu4zx9iTQIpNz4ovy4E4v2AbBoM/OPNRaXUxwzDCtSVrBmsgnl9PRU09PTWlxc1Pr6ejISWY9YEynLGRln1hyouJs2zmF/PxzgN8m3AtyghJ298QRMTFoyskKB8jnWPMqRDhkZGUl0KhMLBT05OZkCPZnEuFp4EZ12BYnzMo2NjWlpaUnz8/Pa2dnR8+fPE/XLd+zM8hTlIF12CrlvVNKA9eAvFgCL7eLsFoBZYhEFOOHyQmFiTU1OTg6kBWeiAAKcDeH7ycnJxIwAkphsIPZ2u512bMFU4b4ByUtKoIg+xQ3ni7W7vghkZFJPTk6mzNO4lHx3lHSdWA8XGM8l0yqBtR6LwrZxsm/6Yogr6OzsLAXjOsOHG84pdgAP99HHxP1sbW2pqqo0RzzQHUDip/0S78Cix3sCyGHeAYgcnHnfe1DjxcWFpqenS4DxVyAoJ8B1jBWQNPAuO10fXSceP+NuD+aCx9o0Wa58zj08D7fKxMSEtra29PDhQ92/f18vXrzQxsZGmj8YWdPT0ylglkB9ypWU1gkMP28PbQBMsC5jQDBfvQzajhEjDR4mSV+wnrFOcA/vAYCm2+2mIFn6l3g0XDE+dqzDrF/eBjdcGC9n+wEj5LDCVU498RAQSwmjDwviMVmsHw6M3c0d5x5sGmy+G4i0wVk/Z0Ec7FBeBM3E8ADM2OjhO3SJOaWvvX/dXeu6QxrM2s33PNtZvchQ8h4Nk28FuKnrOqFdD1gF2DCJfIDcWgGIYDG4m4Nr2Jm0s7Ojvb29AQXo1KAvHMRoTE5OJjaJl+P09FSrq6uSlNKIsz336upKMzMzKeGfgw7aODY2punp6fQcYmsAXih8tqyj4GF26AvfHs0uIIKeUWCgbF462Jhut6vd3d2kMI+OjtIk5h7PEDw3N6fLy0u9fPlSMzMzyWoBzbN1kIm/tLSkubk5vXr1KoEs6WbxB1zgTqM8ArzdsiGGZmdnJzEdm5ubevjwYdq+SWAxbBjuQw+YxnXFYkQ79vf3E7g5OjpKriTfFcEhgb5gwXZNT08nIMYLD9PnYzY3N5eYp52dHZ2cnAzkFGq325qdnU1MGu5GxoIFg4Uai9l3wbl1L90oBg9qvLq60vr6+jf3kv8BC4rEmTZftPmev911xWceiBxZGFdyrtDd/e7/u3vEQQAKGvaUs+CIqUBhdLtdra2tpRjBTqej7e3tpLhgPzHCJKV5Tx2pg++yYh7iKo+ud3fX4WrydZ76M+clJZc7Bq4btxh+rOmeGsMBAEqU9QbwJimt/+S2wpDycWOMcAmR34yy3biA0cB4Zc3BnePnQ/kuT95f7w+AgrvkPMSB72MsmBvMMCW+ZnhAMHrt8PAwtfHs7EzHx8d69uyZRkZGUt4uDCXWTj+Ti3nhwIl2et2cWeMz/o/AyMcpJ98KcOONB5y4e4dteLwsKBy3SqSbyUNZKDkUNAn0UDBO0ztiBFiByqUbvy80/7179/Tw4UPt7OwkJAub0Ov1tLq6qtHRUe3u7g7sQpqbm9Po6GgKduVcFsAGljv1QhmNjo7q5cuXaXcRQAHUj6XApOn1etrd3R2gT1lUCCQFDHHvwsJCmvBTU1NpIrPY+KLY6/W0t7c34JdGSbNYkBBPUgIansWUg/UAT7BAkpIFxiGkz58/TzS6993l5aXW19eTixHWj3bRn+329XEKMFqwX7jEHEC4n5j+BkAwV6GM/dBS5iXXkdOGhZrdDzMzM1pfXx9YhLB+iNli3L2/WHxQDM7uUMbBwUGK2WJrvMetedyAxw4UuZsAHhxQSoPB5dLrmVaddY2Si7FwkOMuYNYBjwVxBgkWkhQXq6urev/99/Xpp59qe3s7zVmuuXfvXnq/RkZGUsZimFs/w4z56cAJ0ML7QRswNmiDg5nojuA6vkM3eEoOdALPYo1hvUaPONjwccBYxuDk+RjTtNUBkMe/wFJcXV1nLsdwpO9pC5s20Fc+VryH9COueA8A51pYW8+qT/sdsKE/mCOMGwSAu7OYt+7yAXTAsI+MjGh9fV2zs7MaHx/X/v7+wNZ+cpLR3zBI/i7AjgFSfe2hDt5nLu5aw2vznWBupBvrko51pcsAXF1dJUbDfdu4Vbg2UrwOhHxCg4Id7dNp7lMkgy4AgaDOi4vr/Ae4yyh/bW0tARg/5whamGdi7XM6LXSrT65ut5tyMfhBdLSHiepWEGV6PAz3UU8y19Kn+En5jjHBn43Lj8Mpr66uElqPMUu4nfifs5Tc13x1daXNzc3ERtA/7n7j2efn54nZ437GaHd3N7l2zs/PU+4O+g8GC4aGRUHSQF8xNpRD3hj6DbeRJxPDRekWKcKc4CWemJhIeXmccqfPodAdjJEviRffF2JJqe9Y/D2/kbscmefERwAgAbtF7i6uIOh//yxe43EhGFSwN+424D7mQVREiP/NdTB1uFAAtPy9t7c3cHAtoOHevXsp7T7rC4wy7yrP9LiZ3LyTBne38O4DzmCCaDvX+f/u0mUtg6mhb91dTjtzBrD/5n1yRoFrYdTZaequPtxA6AHqKL1+CruPC+3353msHvc4+8Z93haMQQdoAK7I9OHZYJ3p9wcT1XIfBADjCXvN9wsLC9rY2FC/39fS0lJKL4IBxgHEGPoeF0QfRVesf+Z974yXz/no3vK+zcm34mypSM3SGKhKpyTjJIid4y4pFnUmvi8WiL9wKE4UFcDEAVe73db8/HxKw39wcDCwXbHX66XTt5lYKC/83UxC3+rnDAxuFNoGOHJk65aDswrUkUnsCN8BnjMExCPNzMwkPyrX02codl4egp6pD4yEu6oYC14Q2gNdOTExMRAnBe3rrAnuKpgtgCsvosfBADboT99RhuIH8OC+wpogs7FvsXeLg77k7+iGQEFRJxZutoHPzs5qZmYm1cNPUgZg1XU9ACzZbYc/3alprDm2xDtoo41xN5u/YyRvLHJ3ieAlWp/RjeCA1d1UlMFnXg7/R4tWGsxk7IrQ1x8Ufr/f1/T0tObn57W/v6/Nzc0BN/fY2JhWV1cTi856u7CwkJQd9eQ5vL+EEbhCA4wg/l752o3wLrHO+PpFnTxOxL+j/bh8vM+j4ezxG6yV0SUCq0vqEdrH+ydpYM0iK3B813gWa7ODYDdmqX90E/FsADBj7iA4zg3awL0YUgCdONcwPgmxwACamppK3o6HDx9qa2tLnc51KgEnIYhtog6s1d7H1NHnqL83Dgb5zt+Z+L7dJt8acIMSd5TGZAJlQhui9FA4Pokd2UL1+xZqFgx319B5vmMLdxaTgWy7VVVpfn5ea2trOj8/187OjqSbfCZra2taWVlJVCZtw/JhwYDCxU2E0gRUkI2YgcS6mZycTOWgjGFSAFvOWsHeAFqw6NynTW4Cd/s50HJKEOrX2wHTwLiweJCym8y59D+MA+UAdFi4fLG/vLzO7IsLxucErBp958HHgADK9C3TLLrQqh6nAg0N2ASsOQVL/iLq7xbK1NRUAr8sxrzMbK3FVclOPVx/y8vLmpqaSvFC3A+L6P5pLD7mOYsnC6AHPLqVzKLKWWNF7i6uYBgLByb8OO0fLexooDlL56yNBxZTPp/x7vriTxmA/ZOTE01OTmplZUWXl5fa29sbmCcPHjxIZ+QBqGGsoxuB9uDmdZZK0oBCZl1w4Ob15npYYNZHBxIOnriXvkFH+NoR3XnuLkFP+NrhoQAo+tnZWS0vLw/Ujb6kXyIgcV3kTJ674D0/D33oOzQR3m/up08Bc+4uo+9ZO3LsH4YsgIx2uZt9cnJSMzMzkq7B28zMjKrq+mBVGByPQ2232wOHSAOinIhwEO/jlmMcGTPE2xbbM0y+FeBGutlNwMvqLgqCOH3rG6BhdnY2gQ4PUMJalm4i7nu9Xko8BIrEzeCLiCti4jIYmMPDw2RNb25upkAr/JoEFbMN0E9QhYmC7j07O9Pe3l6yNmB4aLtPPH+xsDLwvTrz4LQqStKRMX3oybhgO2ALWIT6/eugWFA9QJHFhvYDWAA+7iN2VomXDWYN1obFj8R4rdb1EQzT09MpezEvnd/T7/eTD7+qqhTPxDhtbm6qrusUHwBbhRXr8466ApqJW/H4FwK9sW5YZD0Q2Wlw5iJgdHJyUm+//bbm5uYGqG3G98WLFykQD+uJJISwLL6zKi6abgjAzrC7jHxMLtGqLvK7i7MwvLuugKUbdhEF61Y+4uDe43bc7eHPkzSgTKMLgHnDM09OTrSysqLJyUk9e/YsuaTYfMAOT2c3nKnlme7S8BT8gA+AA9fTXgwNB30OFCQNPMdBo4NxZzpQ9N6PdV2/luCTfsUYdPDT7XZTADXtxzhjPWPsaGMEsdzr48yPf+6smG/h9nFn0wp6jb5EJ1L3GBjtYJGynNVzJoT6jo+Pp3WapKT9/vXOVGIGWevef/99VVWl7e3tFG7AGsluqVarNeDN8OcCBBmjyNQw3x2YIR53iH4bJt8KcEMnYG3TCCYF7gtiI4g9IeiUwFj36TlLw5a7o6OjdBhkr9eTNMjgYG37ltpXr14lxdnpdLS6uqrx8XH97Gc/04sXL9JiMzY2poWFhZT9FeBAHMX4+LgODg7SYoK1ADCDmWAS0y7cJ47ScX84GHR/5M7OzkDOGtrY6/U0NzenmZmZ1Ie4RHhhiHVhq7kryePj41QX32UGOPPYE4CGB551Op2UX6ff76dEVb1eT+Pj4wMxK7xMjDHAAeqTubK1tZXigABbBAGvra0N5Eqam5tTVVXp3CuSDfKCMWaAFRYJnsfYEXwMqwWoPjk5SYGXzF0/1R0g9Pjx48Rewb6NjIzoj//4j/X3/t7f0/z8fKoP/mwAEgstQNbdgL5Yszi69evWHsqmyFcjHsfHj7ulJA0oJhRkjrnhvWPMPFYGwOPGgzS4E4W6wNT1ej1NT0/r9PRUa2trarVa+ou/+Au9evUqGXeTk5PJkHB3NWkx3CWDkcQBtx4c6saLK1rWFpQT4Jz5Kd2wzHzufYdOYC1DsfEO8FyP4fPDNd1VxHN4JsZTVVWanZ1NIQntdlvr6+va399P6xvPROFTTwwj6gAgc08Bgr5jjZBu3nWYEA+5AFg5S8fa4ZtOHGzFuByuY83ynbuU32q1BjK/O7uPTpqentaPfvSjFONHrKAkfe9739MPf/jDdLQOY0E/uBsNcYbJmXWX6L2gv28DN9+KgOJ+v5+2KqOMYTnq+jpxHS84FoG7AhwhsoAwORjU8fHx9J1vb5ZuUDeDzS4BBGV3eXmpxcVFzczMpBw5p6fXJ40vLi7qwYMHmpmZSe6bqqpSbhh26RweHqZFisRJktKkxl9MjIt0E++Ca47JeHR0pN3d3QErEOXnzMHU1FRS8js7O4kN8IXRqU92T8BgsBBhRWBFEWdDoLGkZP0wRvhjq6pKLwpWAm4fFizqCD3LooUcHBykxXZqaiotwKRr9+dSj93dXfX7N9umqQc7qXipOFMGtsQpYM/K2mq1UiAuQA5gSl19QeVIDBbwk5MTzc7O6r333tPf/M3fpKDzdrut/f19vXz5Mu24OD8/1+zsbNpl1e1201lS5+fnCaDCzrkidNqXRY0FGmv2tsWhyJuLx5U56+B0vNPoHtvB/67M+Iw5yHeU5SyNK2++kwaDUykL18IXX3yRXJ3j4+OanZ3VgwcPUrA7ChyDCoDMmkS5bjxxHeDfQR5rgbtXfAcT77X3Ad+huHm/aa+/E8x13icyj/thu6QLoe/rutb8/PxAVmXWmJmZGY2Pj+vVq1cpfm1qampgXaDNzpxIg5nefVcS4+osG++iC8YOKTkkpXr7c+l3QB/Pw6hlTXI22VllhDUREMRcZgcsgJC18d69ezo5OdFf/dVfDbhLLy8v9cEHHyTQ44DO3w2f3/HdcCAEaGbOUHf68LYkpN+K1c0RHQNCB/mgcK2k5Ef2l8AnGwPES+OIH8DjVrDnbwA88N3MzEyiE8fHx3V4eJjADf7r+/fva3l5WZeXl8mvTZtwfbg7ieyyuDmcPaAOLBC+QMLSHB0d6eDg4DVg5oFjKMDz83Pt7e0l1gM2BBdNv9/X/Px8Agqnp6dpWzaUJS8uE5Ozs6qqSnE+5DfAWqvrWru7uzo4OBhIaMgEJl7Ig6+p48nJiY6OjtLCxFizGEs3uTVglwCstA9lf35+nkAlfewuBMaMdOKSBhZ+nuMLM/3IS+sgjXnDok17mQPT09NaWVnRp59+qqOjo8Q8YY2xqysqF487Y0FlfjgljRsVIMZ88p0pbm0XuZt4rIADDV+Io0XK/35tjCGIa4LHk7gFjFLC+gaIMGc4tmb0/8/ev/xIlm3pgd8y8/fT/BEej8zIW1WXRVYRBEiqxSbEaRNqaCYNJEgTQYMG+t/QRBONeqRJAz1oadIQGhBEaEo1wAFnglBis+4FblXdR2ZGRoS/zNz8Ff4w08Dvb9tnJz0zL29kFaJYfoBARLibnXP23muv9a1vPfbKSm1ubtbh4WEdHR21rugvXryon/70p61vF9Y0PXcy753oMZ/Flid7XjXrCJ7veH9/30KvcsHcJy97nyPhPsmO0TUMrz429IC5tT84ZxwkKQP2SDJQq6urdXJy0vR8Oik51tTBvsvwJuhMsJM/s9YZmvGslJlc/64c5Hph3uirqnlmL9MUzGfmB+V8sp/J2C0vL9fnn39eX3/9dWte2+v1ajgctjxEc5EpAOlsZbiRbe2CsZSHDMfmu3/f9cmAGwbJgkouFjKChg048zqABzSYHBRxYl4G9sNGdLmPfAaLzIN2vX79upaWllqoajp9SC59/fp1PX/+vJWMe5autwmo3JsQQOS+IzH34uKivaNFx0TplmtTjkajZrwS6PA0eDk8jvTYHQEgB0aFjkNCGX5U493dw2FqhFHMdXt7u1GzWAJCTtFigpR0AhSpqITTGOKq+Q6bwpSj0agpoKpq+THm6/z8vHl0VTMDQRYy/Cl0iDqnCHkf5MZ4rHHVzMuqqvZzcwA0+785AGw/++yzuri4qOPj48b+DAaDNidJKz+WdJmeoDmiaAD0BHkcBfOvbP/p+vgrw0oUeHro+f8EM8n4pfFxpdedP7PG3ZwFMkHvWfvr6+v6wz/8w7q7u6s3b960e+3s7NRPf/rT+uyzz2p7e3tuL3j39OY9DzDhTCWTniAt967x6lpuD3Vzv9JT93vhGAxLvpe5FNpmO8g2vcdh3NnZaXo2jS322T5aX1+vX//617W8vFwvXrz4ljHFdiToSPtk/+beY8jt77RpxkFPWnMM12MhmXTSOM3ul9Vu2U6FXqdDhPv93Lol+EgbpKXEq1evmu66u7ur4XBYX3zxRaukslZ0VgKalHU6ymUecr8kA5gg9/uuTybnxkIzbFU1F6Ih7ASq260VMpWcxhig6CBQBsumkPmeSVrJPqBpt7a2an9/vy4uLur09LSOj49rbW2t/uE//If12WeftT41WWlDAN27S91mdZPfXV1d1cnJSY3H4+bdeJerq6s6Pj5u1UM8lZyrpaWl9g4YGHk76NXuOLMfRsZojV/mfPbtYfQlwzo01PptbW01Zic9C8KaxzIw/nKVqqqFqXijKq6AO+Xhqh1SGeZ5UltbW41VyfCl+bQBvZNxZVJkr9ers7OzdoRGVTVQhWqvqrmqpqpZsl+3Qdrp6WldX1/XwcFBa8e+urpaw+GwRqNRm7vs0cM4ZMKjuamaHWGSIDmVJQ+5alZ18kPK4en63a4ui9I1grm/k8Xpes9+7+L0Vc2OUkiWOte/m6vjGRyupaWlevnyZesgLlz+j/7RP6rXr1+3YoHsjC5swthyCIyJgwI0yGuktzAo9uj19XUL+2T4LQFejp9+Ft4HcjC0XWPMgTTf2WOM4QeAAJ/U9fZP2pSMGHRBaYIuf3wnHcqqGfOcoUPv5v3zOZ6RoNW/03mxHpwqrC1HjW6k15KdAnbo+yw4AFiBJroXSLy/v6/Xr1/X3t5e+9xoNGoHS4tcZAgvWTTzmqya3+e85N4yJ3TXY0xWXp8EuKmaxacluAqRVFUzgjc3N3PeOMaBgUxhc0/n6PD6UbFdJZRGPZMzKZfFxcXWZh878kd/9Ef1xRdftPDN7e1ty1fJBmvYC89cW1trpeU2WrJW0+m0HbtgcTOGm2BA4rTfacqFFREqIqT39/etv4v26zaK0JK8HvNBYaUnp1Q9D4A8OTmpN2/e1NXVVY1GoxoOh22zYXasgzAPylkb78Fg0ICEsIrE7AytyD2hjIEK9wYAssmgPCHAVl4OI0Ip8Ay7lO7CwkIDNZiZyWQy19cGaKuqNkcqoDL82Ov16vnz5y3pGTU/Ho/r8PCwhTZVjKXySi8Y4Kd0KAjj8u7j8bjJk+c/nQj+41y5R+1fP099VDVjMvw+wUlVfcsAJm3fVehpVNNQ0T8LCwvtkExVot7h+vq6vvjii/r7f//v1+Li4lw1nTyLzH1JI88JzQqobJWQoBmzA3gAJ+7bdVSxJvaa72XaATAFYGTlonn1f/KPqVxZWZk7c87nMeXWrKrmnL4ETX5nLOkw5rgyEZzOraq5A385pJxwOo3uNd/0FjYumXyst3kGaoAO65syBEAkIPO8qlmTRIA0nX+sl0pM8sx2p73NCrEck7nK0JP7pIOYLKg9wd4l2/PY9UmEpapmwpJ0f9UM1VsQ7EEiOotngXi9yrarZglyQBAD5x5LS0t1dnbWQgOM//7+fgvxOPn7/fv3tbS0VH/wB39Qg8GgCb4qGV7EcDhsxnA0Gs3lEMkF6R4aqS2/Ay6rqhlsIKmqmjE1JwwXo+zzCYC0ze71HqoC0LAEBWihFDOfRHKe9uAU2/39fTO6BN2G9f7Yt/QMlJejXy8vL1tZPKE1JgngvV6vNb/jzVXNNgUAUzVL6uO5Vj0oZqe082bku+zt7TVDkh6CKysb0vOWk3R//5ADhim6vX1o5pdx/fTihMN4jqhZQInSwbxZA3OjVDyVhbkEjsk8+aHo3DcZzqfr978yXJMMCuP6GFuT+QWMVCrsVOop3/YpOU02kpcMFKkG1KDz+Pi4hsNhvXnzppaWluqf/bN/1pwynn7mZZ2cnNTi4kOriLOzs7lk1tXV1bq8vGzsKd02Ho/n9lcy6plflyx2sqp+5n5APTnHlKY8Z54RtokeopN9f2lp1vG93+83oKNqCkDkLGLk5YBm2bZ9SZdjHeiOrnOU4clkvrPEOYFi9qIBXFL/s5eZywMAZdGA5yeITLBQ9aCPheSxv+aaTCIThLslWWfO1Onp6Rw4M++IhQTxxkHvSk1Jmee0ZR5Phqi+7/pkwI3JT2+TEkhl4eep1DPHxsSjJU1wnqJtYjKPoqoabUkQ9ReRd5P9Tf7hP/yH9cUXX7R3gdiXl2cnVDNc6W0RLP1hEowsLCy0Sq2MtwIVo9GonddkwyVjQPAz7p85Q9C0EAwA4GDOBJgEam9vrwEyiigPhjw6OqqFhYfmX5gjBp+BN86NjY0Gjjwn4842iRAOQJUx1ouLiwYYNB9cWVlp5Yjb29vtSIzFxcW27hJ5eWlYFyGh9MTk2DirzFlOVdU2t3lMNsQ8kucMIySwxTStr6/XwcFB/fKXv6zRaNSqw7wv+c7EaCFBSs35acC6PSLfJw1v5ggk6Hu6fpwr8wnosaoZG+PnXX3AmKfM0EHJ9FXNQA8dkQqeviQLdI1+X2S7quoP/uAP6uXLl01+6CnGxmGvmvxhWulK9yGrZC6b/WEjvK8rnYaqWfiWHk2mOnM9Eohj4POyh9NeZK4KQIC9wEpI1O9Wlt3d3bUjUD7//PO5/j8AIRbd/hZ1SKfZmro3gGrdk33p2hO6I4+ecLFdPidKkOOlG1IuE3SaS12qAZu0Z3S/32H87+7uWg8txS3JNNJ3Qv/GRfdnvlPVLPcqQ5TJBNLByfx83/XJhKUgTBRdxvooA8YuY4e+k6W5mU+TCVE8HsgSuGFUUH+QfbIrDjV8+/Zt9fv9+uyzz+a6UxKQy8vLBgwAi5OTkxoOh22jQvsWXY6M7zkrCVvAszBPVdXCEQBHVc0pU4KQgpTxZWAGA2JO08ME1Nzj6upqDgjlJhqPxw1gEMrLy8s29ky8tYmTgfEuqTxsEAwUjwwISQVmA8tRurubVaetr6+3PkPYuWS0UODWk7dN+VBcxoolFKrs9t5AC6dHw9Cg0atmmznbtgtfAbQUklybfr/fwoDp0TBcmBqK19zoSpqe21Ofmx/nStYhQ1Tk1JUy4spciwSiPpcsB/BSNSsd95mqajKUz7m6uqqtra0GZhVDCEelobfXycbW1lZr5KajdRoUOtW+5aDQb+mkMrwZbhDeylCDcWVri2QO0ihm4YWfZb4cPV41Y72wvZgqbAgglfmIrtPT06argIQEQsn0dvNAsNpV84nR3RwrIMznM7TZDcGQLc9Lp4nsZFj9seclG5S6NsOGGR2wxskGp50D5uWFZricPk3mKuXW+M1xjofzm8A/mafvuz4J5sYgqubjvV06LwFIr9dreSUONsuYcjaH0jguwxMmHXhR4WOBnJOUtK8EutevX9fr16/bRkrFVjXfI8LCdKtmqqoZHUBHXos8nGz9L4n47u5uLpyQqNqzeUxVM3Sfgk7ojo+P5xiLpMIJusM188TdhYWF1jMFbU3BSMCWxCiWPxqN5tYpQQrQlzlGeiwIbwEjt7e3rfU3kGLjy1mhmF2TycMxHDl/mD9ejHXE4iTdS+kBkk7W1TsHg8PDdeJ8HnQKfACrlIvxZM4Dr9TcptLNirNsIGb85sIzKUfzxKDxKJ+uH++yF1MJZ35EshDJyKSyt//S6CUjBPx3f56/zzwKbINGpnd3D9WOP/nJT+ZyTzL0mfrM4b5Cnff3D003hRjcn37Lxn7mAaA3LkCDfCa4yVBL1SyHhcOSsp7hPc5TsgpVs1BKN7QvlE8/Z06PxnScFDl/Gr92mSDPMIfJ0AEz+W9OnntxzLu5O9gaDHNW1qatw3z5uXnKfycr454JIDJE6o+zxJJ15IS7pwOGh8Nh04HSFuhZJEM6apm/lHLv//6YY/brsXzZ77o+GXDDsGRDNAKXFF16+xCzPiYSeyVP6gnCGFXNUCyhtckyUblqlmAsu14/ksXFxXr27FljeFC6jH7SkA7JRCsyPJK7rq+v6+zsrHZ2duY8Fd9JBaGqCkjzWczT2dlZO7MI8EivquphI+kRw1PrghediKfTae3u7s6FY8TxJeUBHN14LxBCQdzd3c010bO+PAwCzBMDOoUAl5aW5s4yQaGura210JiQze7ubptrgOLs7OxbMXHhLmPzs4yXA5vuBXAKV3kuQCfUZM1sdu+uGiVjx0tLS/Xs2bO5RGLrDMQLVwrFYaRSKfC0koliCBgKYAg4fgI3P86VjErV/KGGyVBiYBOActy6Oi8BTFf5pyPjuV1WAQjSRJL+6PV69erVq9re3q737983HckAnZ2dtSNkMpzM+HIEOB7j8biF8quqGWS5LWQvgb05wEZiEMwdg7+ystJASFW1JFY6kvFOVoVzk+E+eYHARVXNHbjLkF5eXrZ8y7dv3zZb1O/3azgc1s7OTivQAFB0WWefPAfLmvkp5ppuTqdZ8YHIA9tmjem3zL0BeujOZAXdl/NmDcxVhqUwa+n0C39Pp9Om7wAq92czFcZkZdbt7ex4nbOzs5YSgJXiGCdjkzY+3yuZUHo82dLvuj4JcGPSTFaXxs+eKQyriVC9lMcJ8EBMHgoNIEk6T7lgds/Umt87MPiScTc3N7/V5bZqFrukECTCYYG8k00maTdDS95BEi1GxNgIts2hP4H8IB4atsh9AbQ0fIRE7oZ+OZTT8fFxLS0tNQUpuXV5ebkByO3t7QboukdJqPRxcvrd3UOHZ2uYijtZK4nF0+lDE0A5NpSXXCOVUOYQcLq+vm6b6e7urra3t5sCMdfAI7mQ5Q8MC11KmsxSTgqsanawZ3o/3ZBq9usBuvv9fsu7evbsWTsLC5tnfRcXF+vg4KABScBOYzZ7JveHfcNADYfDdvTEeDxua9iN4T9dv9+VIfCq+VBTMjX+3Q0zpaeaYEV4MQGS36WBqJp5tPRXypDiAblucnAADkYsHcHMw8HOeLZ3rqoWzs0cvmQq7IOq+pbhqpoBNfPnmZnXwhG1fzK8QR/mfHBCOIJkHbgX0mIbOBJAHGDl/QCuDEXR4xyKBE8Z0komKvNjGGoAJOfpsWdJvcDO+kyyt9kg1d7uzmnm72Vup/XxTCkRACSZ7ia03909FPA8f/68ATTOkyq9DMUDVRmC7e4TMpHsTobfujL0XdcnAW6SGpNvk/FfuRYy83ODXV1dtd4qWU6b4AOKzlBR1SzPZ3Fxsfb29uYMoJCAWDU6c3V1tTW048lA5jYKo5iJYlXVKlQwBIwMIe31enPHNqRH5f5JWzNkw+GwLbp3IhgLCw8HwB0dHVW/368XL17U7e1tvXv3rqpqrjw+j6iQa4JlwuAcHh62RnrmgfdGEWXoxenZBwcH1e/36/37902ZJuW4sLDQzq6yOSSs5RhTsaQnsbu729YCy+L90wum5IDL9GCsMXkBdrJvTiqv/B5WpmrmDaZBSJqdh+N7lMJgMKiTk5P2birthsNhSyyndHkwg8GggX1KKxUHOafk9/b22ueeSsF/nKvrkJGTBCT52QQzFDRZSYXfDRHlsxIMCcNnC4c0/PSQ7+m2mw6OfcADtw85fljE9LLJoDw8sokFMTbfT52Z4QljY3CzfJj+A+qBsS6jZY8Z6/LycpN5OnkymTQnyrOFqhh+bJPz7vb29ur9+/f16tWrqpoBD5EC36FbsijDWnUBZNdJAqDobVfmMNFFCQDMr3FX1VwoK+cc0yS1gj7CbrGFdF+CIQ4avStqYvw3Nw+d8LPCF+DnpFtv43LR6cnO5Homs0Pe8//fd30S4CYXt2q+TCyrAmxCZXk2XFJWWQ1FeDMOTRFkcplqmKT10X9Q+dnZWY3H43r58mXL38hEZbRtdpfNmLj2/0IcKfyECVPjHdCxqbByM/NkbDiXTYE1yfwSCbWEOVki3YGTzgQs3Zcn537T6axk8fj4uClIHmOv12tVTehsIFT5fc7/+vp6Uwa5sWxCxzLkBpTI7D3W1tbanJETvYQwTNkfx7pUzUrIM66dYCdDeL3ew7ldxpYhLUl36N0MFSpnl2+lkouHk+0K0kBkXlQychQr5SNJc2FhobFDQKdyX8rpqUPxx1/dsFE3VOTf9n4X4FTNn73zfc/JnJtkB7tMDkdR/h7HQcf009PTOaYxQUxVzTW5AzAYuAwhCT9gNnu9b1c1JaOF5aW3ybPPZMiN3gYaFD4k25JGOsufU+cdHx+3n6fDSI/Zu/aX/bG1tVWvXr1qlUAcHM9NdioddDaHvsnQfYJM+rQrM/TN6urqXH8az0rAy55Zj7RH5oA9q5qxHcAGG5qtLqwLcIHJMhZj91l6TsQjZZqtTmbL3+mEY/v8STuXcuqZjzkO3euTADcmPJGin/MoMpub4EN8yRYk/Vg186K7NKjJVGniwEshHonKEj0J5N7eXm1tbc0loyXSNOGqaJzpZFPIcRFKkxiq5DCvzD3JyhdGFgNgLoR+jDH75PidkI95qZpvtMVg39/ftz49WR3k6AceoHAIVivzOiQev3z5svb396tqRoXbfD5DUeqmXFUtbOd51p3yEQ5yARYUBwAqyTBzlBIESICj5MhHGiyKX0w+N6c/edCn95U3kIDdZgfEdfn85S9/WS9evKjJZFLv379vc+ooiY2NjdrY2GjtAHjY3oUMJGPkfcg6ZjQZq6fr4690qKpmeiaZify5K41N93OPgR0/S4Nn7VNfAszr6+stnF5V7eBfoZs0HIB7Ol+Zd5aMQe7H7llG5uDq6mqu7UMasO4+6YZykrEHyu/v7xtjogEnPZJsfL/fb6xkgiBOAKOfhlXKAF0vrLW+vl6ff/55vXz5cq4NQzoYmbtZVa1SK9mSBIWpV4AFn5MvlAyt79L9LmAR+DN33VBgApHuv4FS4yBP3jPXi77msAo5Ka44Pz9v+ahfffXVXF5WVxelXJOBlP10AvLyOe/4fdcnA24y7EToMhSQAgBlZ2dXhsD3e71Zpr+NSTizl40kTe+RlKcQxfn5eZ2dnTVmgTBZaAKVDZywHlgQP8tktPSOKBdUr3/z4r2Td2Ugk3W4v39IEM6TcG0MoIIymkxmHTLlCjncUk6LiiOb33M9C5AAwAAm42Kkb25u6vPPP2+JjVlllszJ4uJi7ezszBn+qhnVenZ21kJVNp3QDXbGPBkXSlaujlwqismRCMZi82TPHYoxm+FhiDB7qVwdhmpdjROLJC8q++tIGn779m2T/9vbh8Zig8GgMX/k31qSOYAlQStWLVkgoVB76en6+Ou7AEiCgDRo3f9X1bfAZrLWdCCPmvFPAOV3CYo4EY55mU6ntb293ZjRbpuJ9KSFQuxz4MLnsB9pbDg65IyuYmAxnGno0iP3fyDR/CTL411ub29rd3e3gXVXsth+zihzilInAnjGaf78+8svv6yrq6v6oz/6ozlG1j5KMAtEZcGHZ2eeaObDdU/wXlh4aKB6e3tbw+Gw5TQKtXsWRs3aJWgxtylTCWzYNXMtapKAAVA1/5k3mHbZtbGxUc+fP6+vvvqqjZuOy9zGBOzJVmYYzHONxR/6ylgyvPXY9UmAG1SmBUZdQsQ2C4YgB0WI0K5+lwcyJhXIG9HczQQKCS0uLtb29nYDIilUTsJmKHxGzDFjxelRZ2nxhw8fmje0vLxcGxsbLTnXRmMUUcXZGI9iMzdJSarKysX37tgYmxPQkCcCDKRxvri4qO3t7QZA7u4eOnbq+VNVbQwJUnLNxuNxjcfj+nf/7t/Vixcvamtray7cxwNLj8H5M/f393VyclK3t7d1cHBQCwsLNRwOG4Mi6VkVA2aGd7axsdEqwFJh3dzctM2avV4yiU7sHZDqHl3g+wyFnBvepnAA4yHJGdCpmlVp6Sfy+eeftyqzm5ubev/+fQsv+APsSjBOgM0bz0pBADuNrCT9tbW1Gg6HP/6G/jt2JQOKaaBzquZPYU52x3fTuLkocmub8puGKpW/Nd7c3GxOmjzCy8vLWltba4n2qReFHzI/JPPU0vBgCzO51d6VxCyEyimg21yARBpn4zMX3Z49dC5wLyT+7Nmz5qBmifXq6mrrvcUB8o4Zys9cRsAHK31+ft7u8Ytf/KL29/cb6MvcFBdHAiNs39P98lW8Sxp2705vDIfDuRBNygSmO+1jOmyZe5f5NGSTTpJTRU4zL4hzj0jwf/PP9vjMdDqtFy9etCqzlZWVVrm2ubnZUh56vYcUjQybWXt7pcue53un7HZZ0O71SYCbqmpsQ/YzMaGQeCJWhrxqFos2SRYhs7oxCumVJEuD5s+EYfkfvd6s1f/t7e1cGSHvBJuTJecZSsM0MeCMsPOXxJOFTZJZAHh8T65NUrIETDm9OU3llXRqv9+vo6Oj6vUejmIAOrIPAuBDuVU9KKbRaFQbGxu1t7dXFxcXbc0mk0mrxFD9o0Px+fl5bWxsNMUL4GUyrLg5gIDy3N3dbUCAV5Ol8cJZxutwQK3TzdXKykrbZFgqrMvNzcPhn77DoPhuAjfvSkEKndmsgN1wOKzxeNyeB+gOBoM2PqweRdTv9xtDlXlXABUZyoqK3PzGTQEAbCrUhB3zrJun6+Oubg6N/UMvWYuqbx8USM78PL3lDMNjMui5BEmMWybaT6fTVmXovowoPehdfYcsYmk4Q5nYKb8iWRFyNxqN5kIi5IuOYkgT/GGgjYPhpDMZ50ys9Zmrq6t6+/ZtffbZZ+0MLTmDmFL7NfUew56Jugyl9Tg5Oal3797VxcVF3d3d1VdffVULCwv17NmzNl+KWKy1Ioh0xrPSC1tWNcuPkad5d3fXChx+85vfVFXVwcFBs2XsRzJa5MxaJHN9f3/fijzoRrYnQZl5qqqmCzOvL0N/nKl0CFOeRTakXpBfzjSbbk+kbTb33bwaz8hwoJ//EHPzSXQoNjFZpgoZV81isBn7w4akZ1M1WzhJqno2VM0Qr++kcEoylnsjzJUt9TWJyo6fwmk2JsVRNUvG0yvHWDBCmCBCQJDEy31HH5VM5OKZA1AZo1xbW6ubm5tmcOW1YMSE5hzaaG5UajGQEo3FoeXeoEwPDw/b/X1eS/PDw8MaDodz1WfHx8f1q1/9qo3dPAB64/G4hdWur69b5ZAzmLyjueeVbW1t1fr6egMj6cEolf/qq6/mylx9H3OkQoJ3ZA4dhOodsSpCVOSE8kqlnSG8s7OzVqWQxsg7n56e1vr6er169WrulHqVePkcRsb3J5NJA9nul145bztDtwlYn66PuzKcmcqXh5zznImhFHuyNz6bRiw/Z5/nsz2LzGV4YTQazTl1QHCCYXolZYKeFPq39zyL4ykMCuz7fd4j9Vbm7nhW7gn6LPNI7u7umtNp36yvr9eLFy9qfX29Dg8Pq6qaMU92C0tL7wEfmH7MkDHQge/fv6+jo6M5hmA8Hte7d+/a57IMW1sGrJUjYHJ9ch78nz5TrfvrX/+6bm9vG1Nvjbql28leJOtTVW3fZ64fWcnoRgKMLlDAZJm/x3RF2mM9vv7oj/6o1tbWGrM3Go2a/iTTbFxGUzKECywBQilTOZa/FcyN/AULhvJKmraq5ipoUG1ZXUSo/N7ieAZj6h6ZWJrN3bAWm5ub9c0339RoNGobioDa1ACEy6naDKAFTMq0aqb4JEB7V0AhKUC5N9kokPeCWSI4GZO3cbBW3ml5ebl2d3dbr5T379/X27dva2FhoXZ2dtpYFxYWGjgBylyM5NnZWUu8zv4GgKV3Pzk5aRshD4B0X4pdafR0Om0dQTPfSp7NZDJp50ctLS3V27dvW7KhxFvJvLe3t3NVTSkfFxcXjXrOfARl5DZpyk0yaYAbWaIMNjc3a2Njo/XMEYO2bu6TG57S3NzcbAnmy8vL9ezZs3b0R7KM2VFWcjeaPeWd4SCn3dj30/Vx13fljeT/0xNNj7T7ufx+Om0JmuhICp48Zp7H1tZW7ezs1Js3bxqwxQILTWfoC5iumoGNqlnuRRrlzN1IMJTJuvmuOb7Ua9PpQ18dupH+z/dLplHIfTqd1uvXr+uzzz6r5eXl+rM/+7P68ssv68WLF3NsrDBtJtUqHgBI0tG1R7DKm5ubzTjTJbqsy2HKELE5NBeZlyIlAVCrqrlw9tHRUR0eHjamCfDxTvQWMGIMXdkjD9bQH2FJ75bA5Ltk2rrmOgJBmR6S4frNzc2WXNzrzU4UqKrGYpPTDEElOZFMqCvztn7X65MAN3IDMikt0TxBzE0nI90iVc0OCsueM9A5gSfMGYMUG7UQ4oQAiPdJY5ntsBl/JZHoSIJ0dXXVWI9+v9/+nR6c+wINmYya3WYJNiOacdeFhYeeNmdnZ63KSWgpKeW9vb16/fp1C4+MRqP6q7/6qxoOh00BJhugQognMJ1OG/ipmgeOhBI44C1Yg6pq5yctLi42IEJol5eX6/T0tCU4Q/wJcMyLQ9sODw/r9PS0fR9AHAwGTTFsbW3NrTNPC9uWOQXCYowHcAOIKDXPxDfgNDcuBaCztQqMTMgDrq079ub09LQB2uFw2IAsMEhJ5s+z0sO4q2bGS1iNR7S4uNjm7en6uCsBTYKX/D05SWqecUq2JcNUQHUXIGVIKsOkgLTGm851o2vIdIKW/FkauzSmdF/VDNSkYTU2P8/8oEwrMD7PF/qil4GjPIIk5/Tly5f1/Pnz+vt//+/XwcFBra2t1T/4B/+g/s2/+Tf19ddft/2V4Xo60Fx6l6x6tHeVzff7/dra2poDIPYpfd01zpyRdCIyjOi55llo7P379/Xu3buaTqctRSBZngwXuTedmIxLyl2+l7VIW5ZhzXQ0FxYW5jopJ6PiylAqIJXO2f7+fmO8AW/yTIYTmLk/vZ45gvmsLtP5Q0DnkwA3FoDhkXzGoBBU9CKhsYCSZYVbgI1uQh/GhbHJROHJZFKj0aglp1bVXLY/sAJUQe0mWFm3vI4EUzYExsLiEIxUdMJAyVAlGPNdZc5JRRrP/v5+m5/z8/NaX19vseKLi4saDAat0gAN+5/+p/9p3d/f1y9+8Ys6OTlpme4S6wiXCp5MjvNzc5RHVvCA9KfR9diabm1t1fn5eY1Go+Y97e3tNSrcPFNY2XRwc3OzJd7x2tIjAP6EGtH2WYmFmcLYMARXV1ft2ARggkJJxkMYlXxaD7KcyYzkB6umtTyFDpDe3t7Wr371qzbu0WhU+/v7tbOzU+PxuN0TMM9E+wT3mfOVioESyiTPp+vjri4b0wU7/k9/uSj0NDbJ3DA86cDYZ76f4D/DEScnJ3O5H3RM6hsOWLImHArvBtgw+sL+gDSDhJVhHDOslO9aNV9d1GW6fB7LK+fG/+2FlZWVevHiRfX7/frP//P/vK6urupf/+t/3dj6LFdOYy3kzHDSY/kOWTW6sbHRni0521znfekqc5QgNQGCYof7+/v6+uuva3V1tb744ovGnAvN69aeDp3nKQARQTDXdEDKYgITeooOyCTlZOV819iSCZLnCICRPzKws7MzV7lszXJtE6ykbNBVSRqQ/QwR/i7XJwFuqmaeDS8TzSfJMhmB3Mg50Yw3jwNISOFj5HIzi8eqjEmPJnM4eNbKwSkRiP/m5qadbZQJWIRpeXm5xVKhWnFawiEpLEvoUqgJMuGfTqetomhjY6OFqQjryspK67ZpE79//74xH35/dXVVb968aTkwklKty9u3bxsDwmtBJwMDGI/RaNTCihST8IqeLcJf79+/n+tbATSZf4qoqur169etIaBOuy9evKif/OQntb6+XkdHR3VyctJAHoVUNatKESZaXV1tjczyXBSbB0CQVyM3yxpR7irFer1eY6qSGk6aPdm5qpqrHFtfX6/r6+u5njZCnoPBoMm77wA91rnqQXE5LiJLzYEg+2NlZaX1MHq6Pv5Kz5yc0SN+VlVz+zh/3wU1+Z0EA6kD0qNNA+ACLshmt9DBvz2DTDHEaUjk7XAe0jkQasn37DaGxFomO4utEuLxvGQ0vScH8O7uro6Pj+sv//IvW3uE8/PzOjg4aI7T5uZmvXv3rlZWVlqlp70H7AuPAAJZdFBV35ore4YDxP4Ae3QlB8w75xzT6xhTTt0//+f/vP7Fv/gX1e/366uvvqpf//rXjamnR823uRUhMPcph8aVQBIIyZBSghz6ocugZGWV56SzZHwZJquqFlpnHzHQ1h047jIvSVh0nTHPtr+6gPix65MAN5k8lDHBTKAkJCa8alZSqLxPOML3HYGQTeIyHprGt9/v12AwaIidkaiq5i0LEagIqqpmGNPbqpp5Jow+NJvotKraQYzZAE65Js9heXm5Vd5sbW21sMNwOGwb1IaQL+I7mIHRaFS3t7d1fHxcl5eX9bOf/awGg0F7lo3R6/UaG7Kzs1OXl5cNPE0mk1bdpOrJ2UaqeoTMMgeAl4A5kQA8mUxaUrCzuM7Pz5tyFFY7ODhoc4xV29vbqy+++KJev35da2trLU+HbEjS9TPJ38r8qx6ObEjZA4b0wqFYhIIAN8bC5589e1bPnz+fCzHkJuVVYdrMw3T60Hekqur09LRWV1fr4OCgyTaFARAl4LfJKajM4xmPx23eybM9QNmkx/p0/ThX0ugZ0iEXHAdrl9Ui/u+zmS/B4et+LnMQ0kNPxkXyfFaj+ozv+lnKL1niTAjxchSTxcy8ri7DDEBzvqqqGTuOJqMn3GMuMSFyZzi6f/Znf1Y///nP69mzZ81R0UVX3tzl5WXt7+/X6elpA/oZwsnmeFWzkAwAg+XHHGUaQ7L1mPwEjMnMMc4YrqoHPbC1tVX/8l/+y/rJT37SHOCrq6vWTVnhQoJhz+UspZOfMgiAZgJy1axCN4EJecwQfJed5shm+Oqx0GqyVt7JvHonydIYHfLtPd0zHesE/LnHfuj6JMBN1ay1vwEbQNbhGxCQkjE6VQLCDCYn45IMNCV/fz8rRVQul6WOwMrt7W1jORgUwn52dlZV83kXWACG0f08n2ETIwdkjNHmSio2G8jJYSEsOR9VM8+I0GS54dnZWUuqw0wBgBRnJttSKO7t3c0fJbe9vd2ahVXNPE5AgQJ48eJFXVxcNOZA+aO54wkBW8BgbsK7u4eyyZ/+9KdV9aAIAGPPBlz1EKLsve/i4mJjhYSTstrD2ijL1+hQqCkVDVBGAVv37kbPeL91YnDkcFVVy0UCXtfX12t3d7dVkAFd1ipLNn2fB4fVBHqtpdDi0/XjXEmzJ0Cpmk/OzBB51/hUzeel5P/9O3MNEvikc5T5O+5FFv1OHlmG1+0NIIODAmB7ZpcZoDsyRJph9jRKLjrRvRjVlOfcj56lGafu5Ds7O3V8fNyAzenpaW1sbNTp6Wm9f/++OUYJEISE3BsIyzxHhlqRRFXNGdV0aM05PWWOUqcIRemF9cd//Mf1z/7ZP2uhabbu9va2Dg8P2zvk9zniWYpvrpP1SiIgQ2HGBKR6V8yUjsLAre9aF3O4sLDwrQOoq2Z5QMl4c6QyF4ntSPBCXjKUl/PdBfld1uex65MAN0mPGnAugkTjjGlCl353d3fXMti790i6UTIpmjEVBcPq/KP379/XaDRqQGYwGLTwibATJomXJFyRPQ0IJmXivbt5F2kIM+YodJbeeMZWq6oZ1m4oJZOOGWZ0Krar6iE+LUn49va2Tk9P6/7+vjEjSpIpvDwzxpUU9crKSgvRpWd4dnZWk8mkMWzmSZWZTYhtkIP07NmzWlh4aOIn8fnzzz9vFQDn5+f1q1/9qnlw5+fnc5VEGfIzv0DLwsKsVD7zYsxZsiRCcLlWxk6R89Az1AbcUkDuZS3NmbDizs5OjUajlkzslPKqalVYeghlUiZZqJqxnEAT45tNxp6uj78SxHRzHJLFSHDiZ1X1qK5KI5UsTdLy7u++jBKWTjiJIZdPmAmeDLq9nMnHZJGxznyJLmvkOwB3zgdDjx0FYIwBk141y2Oh7+gHYF0Hczl829vbNRgM6vj4uLHQp6enrQIJO8rporuTucx9rNChqpozkI33zFXqPgxrOi+pZ6qqVa7e3DycdfXNN9+0pFt67c/+7M/qw4cPtbu7W19++WV7z4xocPY5v4/JGh2duT7euau3rAG7tbi4ONdSIMNQCZ6SQfE9eoetHA6Hc3mX2aIj5bcbnXHlHGb7Cj/vfr57fTLgJpVA5j6gB32GwXe0QqJbnkI3Qz0Bkt8xrkAF1JlHOsiHkZfhXClGMek5/WwysRcowbZgE7ApWBpC6xJiIpAENGOsybAQSJvM54A+XWqFdTLeyuBPp9PWG8h7VlUdHR21ZmCZc+J5yWAkBZ2JtUJZQiJJV9ugAJ53AnB4KkoyMSS9Xq9+9rOfNW9IxcFgMGjJdpmsK2SpkzTFqbzTu2augg1MfhxumdQuuTNu8pYA3Ngzf8raZz5YAp1nz561EnpeUh4qyotJRs/PU2bsg2QU/Ml4/dP1cVcypQxRN2fA1c0ZSJCT65TKPO/l/ylP6RjSQ851qnroAfPixYt2aKs94t+Adh7amu/gnXNcxu396VdzYR6A6QyDZpJvGquU1QRKQBfGUcrB2dlZ08unp6d1cHBQd3d3DdCfnJw0G5L5lZkMa1zZl4qOznXJ39G5OZauwTZ/xjccDlt3/Nvb2/q3//bfVtVD7t2vf/3r+uUvf1n7+/vfymlhs8wfnZnsVoYSPS9bp2CJ2bssv0/bmg44NiltkWe5lzFigujAnZ2dOj09bb3KsMXyCBN0dUNgqbO6zzU3KYPfdX0S4IaiTgananZODyYEKtUHJul/yl0ckZG2UbExiW7dq7YXAwABAABJREFUMz2Mw8PD2tnZaR1lKYeDg4PGHkwmDyfGYiWEJgh8Ur8oPd4JNsqYktXo9XqtbDFjvTc3N627rO7JxqS3S27a9ArTcGJuDg4O2vETR0dHTQlKYONlADJYlFwTCa+Soc2t5EAgBVicTCYt8z/PcmKwhdr0xcG2UAbHx8c1mUzau52fn9fXX39dg8Gg+v1+XVxc1IsXL2pzc7Mp6DxsFO3qHV08nDyni4HIeVT+n3Q6T8S/yW3+ztpjqcgvqhZYAQ5TCTMKw+GwJUtSKA4/TMOXdHoCGZ4zuUpl1E3+fLp+v8saAKuux1hp/88k4EwyTmOa90gaP3+XQOfs7Kx2d3fnqqAWFxdrf3+/9vb2qmo+N8iFEcAgMizZPA4gTkCUQD7Doj6LReLg0L0ZFvIde6TrVGSbkH6/X3/6p39az549q4uLi/rzP//zur+/r2fPntXbt29rPB633J7V1dV2LmA2Uq2aVcB6d3osQz7WNVMj8komJB0ec2hsa2trzTnzsy+//LL+/b//9/XZZ5/V2tpavX37tp4/f14rKyt1fHxcq6ur7TxDa6U9idSGBBldAELOMixYVXOgxt9kk0wmO83RTvCUMpqNYTPPRtNFFa2Hh4e1v7/f0kAyXJZrQib8SSCTSc35/++6Pglwg4IUYpCo2jXSNovSxAy12DAZHrq6umpMCxbGBewADhYSqJFUvLS0VM+ePasXL15Ur9eba06E0vV+cjJ0vzQWoYCqWT7ExcVFo1zdi8dhDIyu8AOvBatEoQyHw1ZxBDARAEwFpsn82SiYjsnk4egE+SzLy8v1m9/8ps0z1mVjY6N1/c28G6CEB+hsEUwL5irPVxKOwpQIodiMNocDL3PzDgaD+qM/+qMaj8f1l3/5l7W7u1svX75sB/Zhjygr8mCjUhAOB0X9ym9SFSaHAKUssc4c29w8I+CQwpRbRPl4HyFQgIcXSEaxZRohHh8ft+dUVcslIsddz9ZY3JsCzKq5p4TiH+dKFiPBS/7ez9MwpG57DOjkRcl3GQFANkPd9hHjsLW1VS9fvmyGMJkh8ldVzWv3d4abMoQpfwtAp+fsIUAAEynHz32AhfTSHxs3Ntl7Z4J91QN4+YM/+IM6OzurDx8+1B/8wR/UaDSq1dXVevnyZf3mN79p38v2GoyxK9MGsPRZOl81Yw3MOUPeNc7mxPpvbGzUxcVFXVxctITlvb292tjYqBcvXtTLly/r5z//ea2vr9dnn31WX3/9davQxcxyjK0N/cuuZO4mHZfvbG677JM1UqlJRySzlQAQUKUHsVsZwvKOdDuWy/ir5g99FrbvgpkE8V2wa12s63ddnwS4qZopWsYivWiLXDVLluUZmDyGYzqdtuRVzIoGbhkO0KJeiISB1usm+8fo5it/Y3l5uZ05QgCAgtvb21ZBJNwxnU5beS70bkzZedj4hUwSqDDO+ukQvru72VlC7pOnexN2oEt4g9AOBoNWbcBAykH5R//oH9VwOGyMjjwSc+iwShSxPi3YM+OveqgAUz0mrt3r9ZpiAtj6/X7riVBVzZsTPvriiy/mckacnMv7kdRYVa1qaHd3t8mG3+vzAjBk2axw0traWq2trdXt7W3r8krm9vb25sJplNzW1lajkPUQSno3cwgko1dVk6eUmefPn9fJyUm9ffu2gSNMmPnQcylzsSgLsXDKEfjsJus9XR93padZ9e3W8MnkdHMkGIQMcXe/kyxPUvnJBmUoOYHQwsJCC9vQf+TEvk2jkkY/k2YzWZ9cu+RDeG9MMgO2tLTUwJZneA86zGddxgIE0k+YW4f+OsxSGGp/f7997p/+039av/71r+vdu3dt79Ed9kZ3njFLQIz5ASCqqrE8mTbAcbSWnFm6zZ7f2tqq3d3d1ovsr/7qr+rDhw/14sWL+uqrr+ro6Kgxv5nE22VoOGn5LDqLLgKMMlcqc1S7rB87kZVdniXikGyw35kf9wZet7a2an9/v8bj8RzISkCcDFIyUamfko2yz/z7+65PAtxk7BmDkd7ohw8fGgOR3reGfAyrjZf3hBKrZlnfmT2fymR5ebmV5tr8V1dXrbzQAhEYBswzGWxgg2HEalRVC0lUzVqW83iAOd6Uyi/COxqN5p6TQkx5SJheXFxsHX6BA0JyeHjYysAhcN/J5nnT6cOpu1XVDtnMZobYJfcFyDI0trOz05QTgVQlxWMy9xgtgi5J/O7uruUKjEaj1uMmmzCSnapqLJX8IiCnWw2QORKZhLu0tNTOs6IEshdEr9dr5aUZBhNmIiPplWLneDXZI8ic2tgUzOLiQwPCPPYDvQ+cpwKumj8vxtgAwcxnICtP7M2Pd1lrwCJzB5KGT6UNbHaBjXt0GZwEUP72XTmDmRfW7/ebs+PKXK9u7lga6DR8yfYkgMZGZCrB/f39XGVqsht0LgNFVrvVUfmdZO0nk0mdnp7W3d1D/6etra3Wp4tjmsc1fPbZZw340IMKJzJ0m3/MP3vBMQAuzIfcldxrxpIJ2FXVQIeE4e3t7fr666/r5uamdYDvdkxPxqr7jAST1sC6ZYjR+wJC9EAyYWxV3jNbeaR8d9eTTFsjERDy+ezZs/rVr37VZL17r5RjeyJlxdUN9/4uztknAW6qas7oZMiDEGVuDSCAmrJYFiO9d6CE5+77qXiwH1gIDYju7u7mPHTMTFJqSf0JcVXVXF4JulBOTXpr7mFDEGigDcpm4IXGGGvP9TzhqvPz81Zp4/2EaW5ublpyW+Yj2dzGpwfN2tpaDQaDdugaajk9IHPv/9b09va2nSK+sDCr+jGGriJdW1trwAWAtX6YImdXMRrX19ctNwvDBDToa4Otw3wkGLCR5RokqKHkKAkMX1XNydHS0lLLH6IsqmYn3QIsAHhXpq1jesZkDMMn1+bu7q41IMwkSHOZBiSVTgKbNCZP18dd5jWZmKpvJ0cm85KeeDInvue7XUaI/vK5qlk4x15I1lkfLUawamZAEtgm+9T1lD07DUoyRumgZV5OAgYymaDnsbFUVftchiE8n263n/Ugw1oIyUk2Xl5erlevXrXwsLBsGukEEbnv/Z4tScCZ4IH+FtLioCZbu7DwUNCAQTs+Pm75ksAMO8FZpwO7gAbociUQSWbHGtBrbCOGHFNDJjIURJZTTq1T6s+Uf6x0sv8AIECdh0A/1sjPPKRd+L799H3XJwFuEpFWzR/WllQ7Y2JhCCnjVlUt3GKhMnEtG7LxUNyD0RLW8pysruF1pXfk9xYv+7HkMwmpdwIgGB/Pu7ubnXieyiVBg9+5b3oYwJUx2YTZG4XQ6qOSZzgZV/cYgX6/3yoR3r592wx21XwpZbIMcoiUgfIajImSYtABIM8VOvIsayqxl7IxP3KTsuoo6VDzn1VFuXaZtOj7KFQAyRgAwn6/35K8za33zDyeqmrP8o7ZrDDlQJ5Cbvw8CuT8/HwOFJGXBPldDx/gwzCtra01WXm6Pv7qGn1XUv/WxP5I9oATkpR76sRkAavmjUDVvJcrny1Bge9idBhu+5L8ZD8b30lW15VhtHzHLovoSiOd7wyscG6TVe8CRffOsD3HDmC0t4EKuSjZxNL7557I/WuPZtipe3SOd815Sd1qPAsLC60jMkcri1msm0jBhw8fWmfldG4znOO93CuPqcGIy1VKtmQymXyL7c61wU77vzWyzplLZR4A2wyRpjwAORmO16Oo+27exT0zP63LhP8QsKn6RMANIwQVrq6uzpUGV80ORMySZ8oh81WAnar5s0IsdMYoq6olU93f37cww8rKSp2cnLQw0MnJST179qwGg0FLDsOkAEUEPEudLR7jRfDlA2VPHCg2lZFmU8PhsM2DXijm4Orqaq4Pg++Mx+O2+SSDUWgYFXkxNirDB+HLzZHcrXOxZLHr6+s6OztritAmu7i4aOg+GQyCmrFg8wGQSA738/Pz88aK2Cyj0ajNkXX1bsKKgOVwOKyqh1yY7EkkOVqoq9vUzrlbd3d3c2XlKYNkl3ckAXl3d7d1sybPvpPKyQGqmeyccq7hl/GYW4ddZu5B5jeQqewNBWDyprL/ydP141z0DXCcjokr2cr0TJP5AbSrZkmhyapkOMc9PX9hYaGFaezn4XBYBwcHTTfaN8A5wA/YAAl0azJBnpHvy0ADJlXzTADQRKdwfICTqppj3jNnyH3SifFMBlK+HDm3z5aWllrvszTGqj0vLy/r8PCw2Z0uo2uequa7+2ojYm9XzR8pASQI+4oAmCMpBz6n6lR+JeCThQgcutQ7xoWtxoinzk3AaO3pyAQx7FWGRMmzz9C1Nzc3bZ45uMbre5mCAJhNJpN2kGtGPRIEW9+UI/OfY/6hkFTVJwJuCL8BSN7k3aLfdTuE5FJB3NzczB2LwCgRCIJtYm0qYQmJtc6IguwhfixHboDxeNzAgFju3d1dS/LMBlkMT/agwAYBIQyTJOh+v18nJye1s7NTk8mkgS2gwwZbWlpqZYN+RkB9LhGxd+v1enVyclILCwtN4NOru7y8rNvb25Ykm2dgyX3Z3t6u9+/ft3bhVQ9AQlO+Dx8+tCMLGOLd3d26vb1tCY3Zj0G4xXtmXwsbwWeBBnk6Kpp4rpoA5noDNpTK9vZ2bW1t1Xg8bgANIPQ54PTs7GxOJmz6qlmSIVmQIyDEZLN6n6qZR5yxbX9nqAzdznshQ+YEqEqgr6KC98ezzWqKp5ybH+dKdqFq/qDIrhJOZsOVlH/VjAFIh8/3sAeMPnnx84WFhVYZmvkfv/rVr1oIOp2xfK9smsmoJoPDGNMxVbP+Mxk2Si8egMoQVVW189ns88xFSjYjQ2nAEn2eTnFVNWfEM+TaMaSZ03N4eFhra2v1+vXr1uxPON/YVlZW2sHBct1WVlbq9evX1e/36+uvv56r/mKsT05OmtGveujSrnjAWhorYIaBSjYEYEkwy45kzufy8nK7P9CBIKiqVkzCVrhnt8iiamaL6Z7MMwLsOOXWRBIxpziZQn3IsDVdeU8wZHzdUFU6/OTld3HMPglwU1Vt0rJ3jU0snofWZ4Dv7+9bQifUmnX5JgJFVzXr2ioUAoVmzxoCmOj9/fv3dXR0VK9fv66tra25kIYcEJuO92FBsiqHMVOe7RmAl/cWltHvhZeghBw6l9i6vb09F3rJDsyUXRpaBp/hHA6HjeHxPWBS+XtVNTS+uLhYJycnTWHmgaBVD2c7AY293sMZNRiGw8PDqnow5LxMgIQCTwbChjbe3LxnZ2fNYGdIIPNeKFUKKj9DAaZXm+HK6XTaYt8SkjNpMsOeucYqBIDWBLtJk1NSlAUFytAsLCzU/v5+vX37tu0P8pDzBPT3+/12TlfG1Y3JPDFUT9fHX7k3MvT8XfkB1iAZhcfCTn6eyeDdK8Op5Aeg8H1G5xe/+EW9evWqdnd32+cuLy+bHspwVuZtJNuUQJlMc0LJk8/JQ8HWcowwtubMGOxLrEzmk5mTnDsMvDBShtRXV1dbXqEKRPtAuw37aXt7u9mVzc3Ndr7ddDprerqw8FB1hj2l9zX2xDrnUQb2tvUBYoCBi4uL9ns6JUFMMif+nQ1asTZVsxxPdlAUgx6mB+x7Tj1Z4SCmXOkZlGtO3t3fWmRYNJu5cgZFH4CldAxTjunHvHfXefAOP8TefDLghsJV3gpNAiLdvBE/s5BJO1o83k+id0Kdmz8XJuOnvHj5FXqoVM1Kti2CEu3RaNTCMRki41XkmKpm+TOYA8Cq2zcik08Jv3fFGvDoGV2hHmAAm9WlteUNARNJ7/qsezK+rkxKTY8jlZ0Nt7AwO9jUIaAUmA1izcyBMX/48KHW1tZaUrcNroIOiBiNRtXvz/q52MA2XMb8ASdeiio3n9HzxjuQk4zNo339nNxQkEJI+vtYn/SOfYeRyZLtTGAnL97J98kMUE2p8NA9q5sA/xSW+vEvypk+eoy9yVyIVOBdcOOzeZ9u2MT/M8+tanaA4srKSjtfyXc4dCruABryyRB6v6yscf90BITGyV3mm3TD0OQz5wcTkfJJH9GXGS7JBqddFszcACdZPUsf5XlRyZCdnJy0w5PH43EL36uclCogVO/A46qZHkx9bQ8Dgd6NbePAV1VjuZOZSybEeqRj5t++lwnVgCrdJ1zmMvcfPnyYS34GPm5uHrrBY9v1PssqT8/PMFaGWVMu6a3MtUl59+/8furqx/bG3wpwYyDQfRp4iLRqVgLNI9cNNzdjZnfzoNxDuCkNStV8QnP2MkiGY2Njo16/fj3nfUD6aMb0qmWIdz22NF4p9Pf393MomdG02EJs0G+eC8U4J+UItBGu+/v7RlMCLLwL85ox0tyAFJV8mOzmyVsVAksBBw7190nqNhWt+bq9vW3MG0BqnigU4MtnMu6PodKLh1dofqylhHGb3nqousjch6RyExi4f7/fb0nUQBkALjyXDSHJA9BrnMJpmLM8jNBa5fksW1tbNRwO5xRBglpAJ99b0z/VE/bY0/XxV+aFpPOVFHwadFcyNwl2U6mnR9tlVarme4TkespBs68///zz9lnMAafn5uamhV8ZjXSq7GM6EatrXzPuGUJLDxxIydQAejufkfNEv/le1SxfMMMlqfO7e9T8+H6yop6fTMRoNGrnC2aOnHW9vb2tk5OTmkwmtbe3N+c8u0/OR/6bU5R5JF2WGONnbMBZ6qoMr3WjG+xahu3oPvf0DnSrKs90KBMMAXhOQQdUcm2sg7knn+S168Al0EpAQ+92gYtx5v2zkOWx65MAN1Wzl+eFWyhJlTYygQdyJJ1mTBU7AwXLbZC1nXFewIXQZ6zUs3Z3d2tvb28OfYtR28DJiGBIAAd5EbnRgSfC5l42Q9LbVTPajgCgQPv9/hyqpriwDlU11x0S45HvKhfj7Oysnj9/3jZRIvM09MCJ/kOASR53AHwxstvb20053t3dtXOespEYCp1HqQvv1tZWUx6UiaaAlCVvdHt7uz58+FCXl5ctb6nf77efDQaDtgbWUxdRwNS6UDaenXFpgIjsZGJcMmPmmgJKLzhZPJtV9UPKkTAWQA2kpmdb9ZBgTJlcXV21sZgjZZjZdfrp+viry7wkG+NPApYu22BvJptj/QGMqhnQSfaaYa2quR4uPPKLi4t69uxZC9/bC6kf0qvOkJF9mZ4yY9wt42W46SdOqvCN/ZEVRoye98icNd3efY+O6RrHzCdMHUKfZrFFMs5V8037OERnZ2e1vr7efm9t7MlkcaU1ZJ4ckGEd7UPrm6AMG0SP5RznPHqXZKLo28zVtPdzPapqbq2F6ciW9iJAjpC2i8OaeWR0UqZudCMgmXxMhlMO0glOYO/9uyHIx1iclL/Hrk8G3BgEI5Sosaoawra42JLJ5CHJSU8DxtFnugbGfS0aAwwk9HqzxNmFhYU6ODioFy9ezKFQRkiuR1J7o9GoUbOMMTCEdYBAJ5OHviXpcfG2VBJgYYCEqmrJz4yu8JyfuY/f5RxWzXJNbDQdnYV8vO/m5mZjRFLJAQISjdHROzs7rezRO6VXSUnzALBBFBlFIn8nw1YUlS7IlCYvK9k6MXZzeHt726oVzs7O2rxk3km2XE/gYeMxToyL9UomMPOugEHvah2AIuuRYb1kts7OzuZygTBL7l9Vc55l0viUvZ/7LLkAxnjgT9fHXclQ2Dvkxt9J1Xcp/TQevsNYJ/hNgM34Ufo89GQpptNp7e7u1s7OzlxXXXJm36fTwBBxANJIuWeGoBhR75VscuZ7uOwTMiqUboyeI9fQ5d+AAF2cnYAZPeA9G75WzYwhxwYbojfY5uZm6wZOJ1s/oDGLVDLMYm2EgejmTCBP/QsEpe7PxOR0eICaBBjWK1MwgCXrxAGXUOz+ko+z3DzD7ypTPRshICnYfaQYpIOfen5lZaWOjo7acThSJ87OzuYYqvw3uTbOlB3jIu8pH49dnwy4SWYiKShCohpqaWmpTk9PG2oVJ0S9ZayaErHgObmZoCVpjNFO46AiBxMkrJH9GFI4q6p5TC6l1IuLi+0sI8YYzcj4mANxbMIJPC0sPFRuJeLmCehbIocmqdoMK2W4CStgPrBexqHxFVAnoRf6p0jMpdJr4RUhtTzLq6oa03R/f98UU4a2kjpWdl5VbZ1yTq2XjWLevGfmUcmrce+1tbWWD9NlRACBVN42IA/z9PS0VSxUzW9InoqkOgqK0gLWrLe8rQTR5+fndXp62gwMxsw9rHPS/cYPdJkfa6yU/odo3afrd7synFA1y7t4LI+AzHe/n2FU8pVMYFV9S59l+AKzkAdHLi0t1cHBQTvqA1viXnRuAtwsPKB3U66Mr/uODKE9nsn7AECGgBj41GHT6bQVSFTNyqar5p2PlFv6B+tjXwBd2ZMlK27pl2QWGPl0Ys7Oztr70A9sgZBzGnzrlawPsMK2WPOqGWhjb/zbM6uqVbKaB/cxF3Q2O8iByqrODEtPp9O5PKIMRyWgmk4fckcx5+yQxGjPN16gDjNzfn5ex8fH7X0UpgDOCf67e8L+cS/y7u90CL7r+qS0W2ZvJ/Wf7IvwD0MtIz1zFKqq5S+kB47STI/IJlhcXJyr2GIMkgakZJIVSVDmwDMgpJspL6wDHDFingEo2YDiyzk/wAZ2A8slCQ47lHFzAieMhC2xwYQCU+gAr6SDJXyfnZ01Qc1NmO9FuJeWlhrNCzRcXV3NdapMiloZvXCPPJqkYf0uPZU8BuP29raBy62trQbijDPnmyeTvTwoW5R5Mi1V1WLHVdXklUK1WSU2V80OucyOnYxFHuZKoQIro9GohsNhk3lernd9//59MzxZkQVoMU5yC8gXwPzE2vw4V+YHdBVx5iQw9H5PcSerk8qfbuqGLCj3brio1+u1Lt6ABR2Vz0+jkOHXZJQzHytzYOztx3KHhE45QJyVpaWlJrOMbdUsjErXYVqwM2TUHAIgVbMjcDJUlOxZjj8ZqW4uSDJf5g47gw1P53I4HNaHDx/q2bNnbX4Y+GzZAIRIn8CSpHx0AWw2Gsz1xf5kWCtTN7oA0xpl+CZTHhTt+I6/zR+2ho199+5dmwehq/F43O5tXlO2OJnZv0doNCMOCV7sl+7PrG3OVYLH77o+CXCD9kOxZbZ6biKecHpBmSOT1GpVzaHy6XQ6lxuRicpQoPDIYDCY29h6uKABlfnycKBuqJZR0Rrc/QhMlgUScJ4HpWIjA0fKLZOKzrI+eUkMpPFWzQ6744mYy5WVlRZ6SuYnmQonplNE3mFnZ6c1CsvQkfFQLgCEhEV5T8ATIRbOchq3dce2+Tejbz783vp7fwYcoNJvwabnPdr0FDLll8ANeM4kcd/NUABFkWxNN/4vgZq3Sflh1LCDmBhMWIIR7wckmZc0fC7jy+8lIDw/P/+ovft0fTvnhgxVzea/64Fm/k0alQxhfVeuQd7f9zNPTjkzI5lhE88gExyHzHGw59OYZKgqf8e4YZJTRyUb0h1zhlc5cXRahnISTGWYJ5lHBjWZJTqZDqqqub27sbHRdBynloOkMpPuyMpDjMjW1lYDXvZ25sck8DGWXOfHmIfcp/kd74DBTr3jHZIxSR1m3BzgdMgTIKSNcD+hp0x2loSO4UqZxNjRp2lvEsjRi+Y35SxlP4GafZC5a92QVff6/t/+DV1eejAYfKvEumom/KjVDDVkwl16zuKpaP/MR8i4eBo3NBz0XVWNXlVJkMyRkECCp+z0uL29Pdd6GrWaHoQSZIYu4/dyNrJvxcLCQstFEdMG8nhIa2trDSxK/DNHuQGqqoEafWiyZFyuB0MMvJnPzB0ANDBo5sczKC1sTtVDeATbhVGy3saeMWJjMx/Zkyc9taoHReeYgox1o6IlWSuJTcUI3GWPHd9VRQGMULZZKYfxSQ9ULphcIRS3tdYFGQDq9/utn1J6/jxAOVLCWOTQuyft3014xDImK/h0fdyVgDJDSwoVMnnXHk99Ze8no+wCutNoJVDikZM7slBVc3JZNQO4KS/uT1YyPJE6KfO2dEK/v79vzkc3H8i4fdf//QwAMWbMRdV84Ug6c2xDOiJYVvuVM5Vsus97blU1B0K+CCfO51dXV+f6ALFHm5ubjY1J4DqdTudAknFmegXZsMbG5H2smzAS/Q7IcPg5Y2yQeciwEh0mGpARjHTss6Q9cx+9Ox0qkfzy8rJ1ps8LY0UO5I52UyKygSN58t7myc9z3slWysz3XZ8Ec1P14LkzxFlKK4STgpDeR9Jn3bwd/zbpPm+hCHuGe4Qu0qgkxazzrt9lfkQmOflOGjchGA2ThEwIZ+ZOJKWYoQrnjzB+W1tbbewZgiJ8Ggx6bjfEcnFx0ZL3sGXX19dtnGlUq6oZU+Ew4SUbu2p2gOjy8nILz6hI8i5LSw9HP2DqMubsWAfj3dzcbF5LhoM8B6hEg66urrZ5kZsD4G1tbTXWjmfy+vXrBhqsA0+3qhpVnUl0+TsULPAKzN7c3DSWCWhOYNHv99tp7sKhW1tbzTuyrp9//nmLWR8cHNTFxUVT2tkuATjneVrHZAfJZnpdT9fHXV1aPUNN2V8mjXF650nlcxZSeWeIGf2feqmqmsMlByVDkp5BZzI2qb/IRxp/BocxwRZklaFnVlXLEaNvMxRaNZ+DRpfqG5NhXfNG/jMMYxzAHNBSNd/4MPNRMkfHmPP8QADF/sujHE5PT2txcbF2dnbanpWgje0wf+YgnayqaqyO9fZ5oAVweyzsQgfSH1Xz54F5vu9gdIE8P6fTkllPp4hdBMrpfGvIoayqBpaS7RdxePXqVXvf3d3dNl494J49e9acafmnCXSxjAlqgSuANUOL33d9MuCGcu71ei2z++zsrA3IwghlYFpUSmFWCBHPGLq1kJApsGNzSWT1napqHSTdy0ZmAJeWluYqm4Q7hDQIhyRm534kkq2anUsC6RMibNPFxUVD6tA/hoRxBTTMo+fv7OzUzc1NO+dIOIen1O/3W8KqMsBer1c7Ozs1nU5rPB7X+vp6C0MJY1gDydmSyYy36sHDsZkkunk3xhxwXVpaauBqeXm5renOzk5jYDL7X0dligbrYfwqINDPPLFMRDZvTlDPzUaOAO69vb2aTCZ1dHTU1g94yYaHVbPDRre3t9saezdsTFbkZRn60tJSbW1t1f39fSuJXV5err/39/5eHR4etoNIM1cnqXOt3ykkHmBWTVE2P5SQ93T97hdlnEYmQ4WMaP6dTpO14tgwuOndZo5CerOYOk4QgDsej+v09LRevnw5l7/HONCLmTMIPLjS2DBkGGJspHcCtOkVoWfeuuvi4qIGg0ENBoM5VrmbRGqMwHs6Wsl8AZDd6qWqmpNzoMB4M1mZobYHb28fzogTFt7f368vv/yyMeTAUXa1Z6sAC3OMGUpZsG6ZRlFV7V7eW4gLGEzmbjwe1/7+fi0uLrZmoRmaNw+ceOsBqJADMpegoqqaPgQqvRtdTI9Z7/F4XC9fvmyMu3Yga2tr9erVqxqPx62oI3uu5XvT8dbWnurKbjf8/tj1yYAbync6nTZGI8sXFxYWWu4CochQgTixmCSlkAmiYr8WBpUJBdskFMTp6Wn95V/+Ze3t7bX8BBONJZG4akNm7hAF5rNJV2Z+UcYXHSznLCveUeYRZajFGFGIqMPsu8N7SW+OYZ1MJo1W9vxujsb5+Xkbe75vVbWGcwkWzOvZ2VkdHx/XYDBolW6ABfTPMPt7fX299e/JDWo9R6NRC/dUzTeLsslURJkv82+jYdAuLy/buVe8yLOzs/rw4UPra0TmyFUCGPOuYuL29rYpbOfRHB4etmo84C7j8Rliws5kJQF5UAJ/cXHREseFEbthkMvLy7ZeqcC64dhspPV0fdyVe6ZqvsljMgrdvIpkeISdU3f4TgKizFEh+5Jxe71e61B7d3dXb968qZcvX9arV6+aYfe+GEnPwbAq0sicFQaQcSerQH1X59FRigmqZknAVTX3bAZT2CL1GMfHvGYOW+b1mGf/zvwM+XCpS+gqjunW1labw+3t7XaOX4bie71e7e7u1vLycp2enrbvVFVzGDc2Nurq6qoZ3kyuThbNz+hx7E6GBavmu/H6DF2A1VlZWakXL17U5eVl0w1AWrIbAHPqb+AJ82ztFhdnx+twtDj9Esd9h13Y3d1tlcwc8Kurq9rc3Kz9/f3a3t5u9vvq6qoODg5aztdjidLGTWexB1Wz8O73XZ8EuIFwsTVV82WABMtE2WgQHiOE3rRwFD6PhxHAUNzc3DTDc3x83JCxTevckC+//LJWV1fb7zOROBVMeu/phUCrhAAoQ49iPDLeKK/m/v6+GTAhF8YqlZ7vUiq8B6CP8iAoSaOmEmVYfc+p6VnuDvBQxFdXVw0AqqqS4Li3t1cbGxtNSd3e3rZQo3XP3A/oXqk5ZUZhGF9S5EKWVdVi00nv25TWBzNYNTsn5fr6ulWALS4uttOEnSeVsf3M68lch6pqobPMMwDUgSAb39wDQ+6VLCKl+f79+1peXq5Xr17Vl19+2QA4ZWE89kLmrFEI2IEEuE/Xj3Ml25FeZTdMkj/3vQRE/k4vP3VKguMEQIwWYEBHXlxc1F/8xV/Uzs7OnI60/wBscp+efuY7YCCEEOiJbhi+35+1T6Bz06nEINCPdBk9TadxHIwxw1IACpCShjpZmnxGspTpGHdBhHCUOX727FnTZ5zAbphJDl7q9e7+S/uQMuG52TU8AUmGC9MhZfytRebpyenL/MBM1XClLsu8xKyU67Y84cRXzSpFcx2BMADF/7/++utaXFysg4OD+vLLL9v6ZKgpw3LpHCRL6ef5Ht91/aB26/V6q1X1b6pq5bef/++n0+n/sdfr/VFV/XdVtV9V/5+q+t9Pp9ObXq+3UlX/16r6n1bVcVX9b6fT6a++7xlJ01VV24SMW27eLCVLw8JQJsVpE6Xw25yEhTehIZ0Jt8Hu7u7q/fv3tbW1VS9fvvxWfBdVx8hnmXGGAnglGVdkVKuqKa1MgMYCpedtbEllCjdJ9kIHqmBI4U7qnPElyAQ/vR3Z78BX0t+Uo9CKkJFNa7Pt7e21zZeMTyowXoy5N4c+TxGJPScjI8SXoUsb47cy3BKU3cdmlQdAphYXF1u+Siqq5eXlpjTICfZme3u7KTNrlBvQmmeOAfo+O1Vj9lL+5YdhKDUtNN/miPeVCtSaZn6Y35O1/9ivvwn9lZ5wsnvkxM/oHZ+nnDPXxveqZrkZaSh9l+Hws9QJcrroyJOTk/r6669rf3+/OYWpnxhfsmsv5v/pNp5+jgMYyvEANQnoqmoOhLtH5lz4XdUs0TTHXzWrQLJvc+8bh/nNqinhrezQDSRJ1jVeofWDg4PGBKf+q5rlMSXT4HP5vsKO3i0b5nnvZC6MMQGi92Pc2TX3TNunqenl5WUrSDEX3pHdm06nTR4eAw50SzpqGxsb3xrnyspK00+KXYyTjqfjct0TnCfASWDYBfvdz3zX9btUS32oqv9sOp3+k6r6p1X1v+j1ev+zqvo/V9V/NZ1O/7iqTqvqv/jt5/+Lqjr97c//q99+7nuvpGeThuqizAzzmMwsR/Z7wCWRIGaIADHegBFhyDipvBaCRCDkLCQLUzXrMJlgqqoaDZe0IOFFRRofYcNMYIkS4VpsuR9VM/q0anbsvY0Bidvg5oSiyvdLWlLs13wCfsZK2M1XJrlmwuzp6elcXkked+F9vKNcAQwe+hODkgAnN3W+eypbv5MfI2+g13sowZYQvby8XIPBoM1LMjY2OA+TJ5fVIAlsyAblaZ66DB0mD/BC95J3+UvWOD2qx2RP4jUGTtw7wwvGkwmM/5Fff+36q+rbicSpzxiKNAbpSGRYyM9SjyRDnIxPMh1kI2Uxq5im02kD0vRPevV0Sya5ehf6KQGNPZEsauoN+k01D7lOxyj1oWdVzYxvsjOp69w3AUXOVze040oH0R4AGLrOp89XzYoXMunVPdKeWCvgIMFegiyMOjng6Hpn7516zPql89cdg7LtqmrOOra4G8bP8GGCQnObhIIK5e3t7QZeMkpBhrHRdFGGWM2fdc/wYYKUtPm5t8xjOgU/pL9+ENxMHy7NMJZ++2daVf9ZVf33v/35f1tV/6vf/vt/+dv/129//y97P8Af5YChZ0BDOCVLV7NxmrwXpb0G7DOJ/HhPSZ85hoAxnk6n7diApIkJqI17dnbW2khnXJiQ3N09lFOrAuueW8WzyRyQDCcRPJnlmWDlObkZbDog6fb2tuV9CAVJdAVYKDMKJOO7WBSHM6bBhMBtKMdBOFHXXAIyNzc3dXR0VFdXV3VxcVGj0Wiu4iPXUpOoXq8315U4mysCtLkhbToJ0d5RLgvlLxchPUubx30xNYCP9uEU+f39fWvMZ+PyRO/v7+v4+LjOz89rc3OzhRclCOZ9sqLEPgC4UlEBS2/fvq2f//zndXJy0saSSejWOZPzjDUTP8nX34WE4r8J/eUyv/ZnAp6qx3MequZPek5Q1DVuHLcuVe8zwEcaYkBafotWCg5zJRv0VebuJOvLW08AkKXbdBtdmONypcOaQIYs0y9VMyDoD8fJPKaB9vlkj+x3Mp6hsmSLM6RMDxmzfBLvl2E5c5Dhfc910TFYsLQnue8znJYMlvWrmgEtOi/H5r7mByDd399vIfGUL2vwWPgx0wZ6vYdcRDmwnpWsUbIp7pdMG5s7mUzq9PS0fvGLX3yrj1Lm1CQIS0LjsX3yGBDK63cKuvd6vYV6oG7/uKr+L1X1l1U1nE6nVvKrqvr8t//+vKq+/O0k3/V6vVE9UL9HnXv+l1X1X3aflZOIRWGcAA9JW1iXfr9fBwcHTWnLzk9KF6I0WYygBmo2Kibh7Oys9vb2anFxsY6OHl59MBg0FsAmZrCFkxKATKezTqPdPhMMoQ0NeDDSNg4jnQrS55Uu+jw0nQqQgZOfQXB9TkWaE8nTs6p68AAGg0FdX1/XcDhs84tNubi4qOFw2N5RuGNra6v9fzAY1Pr6eh0dHc3Fz23+fr8/18E5Pb70gBy0CaCIj6sOoZCMoWoWsgM2JDJ2u1GTq6Ses0N25ndJrsPOJPMneS5ZqTQy8qeU5U8ms7JUCkPvo6pq45EDtLW1Vefn5228FLGQVJaGUxi8KnIp7PV3pUPxX7f+SufJ/9OQdYFI14FJQOPyf/KVRsOac2zoE/lawt3A/eHhYWsLQJd6xwQE3i+BUebjcAq7YRU6TLUSXQZYk33AJVmqqmqyyXHCqldVq/RLpjNDOVXz56bR9VXVQrnumakKd3d3TQeo0AEa7Ofc3+vr660sPI87sAbJiAnjeP/uuJPF4dR1f+/nxsoJ39zcnDPsCkeErbIzMueJc8aeKjihJzg+5pJThinLvjjm2fsDu5kYXVXNQV1bW2tVe2lXJpNJa/dB3lOu7RGfTQfwsX312PU7gZvpdHpfVf+01+vtVNX/o6r+9Hf53g/c87+uqv+6qmphYWGa5xvJH2EcxfmqqqFQIaP0lrNKhpBB3kCBWKpFxnb89p2a0oF4nV5tcTAtjAOD4XuenSCI0kkAQXBUtVTNOgPz4KtmSJ4gZEWQ32dJdbIZ5gcQyFhnVc31l0ggZm4J3ng8rn6/X4PBoC4uLtpYrFMqS0lnVdXyR1CjQCUB5hH4mSMhKMQ8yDRZjK2trbq7u2uhq4y9m5sEpNmtWO6AjSZRELDw/snEnZ+fNzCdcwvkWL/19fUGiLP8lQxheCjL9Iyzgso4Njc3azAY1F/8xV/MyRJQpwGhRpMMWzJs3i0ZzMyJ+LsAcP4m9Jc9lN5l5hH4OYDw23vM5dukh5osTzINea8Mg6WhT1aTw2APZSJ9hmm6rJ5/23dkkiHG3PpMsoXJJAACzk6jI4wxc3IyHzLfCfBh6M2LPUrvpY6pmlX1cAoWFmaHP9LRCS6qZqyQ/a11Rjbsc+W7GHteCVp81t7NPZrpE6l/zZ+x0D+ZM4rhyqhAttro9R5OOlfxRffQ9cAt4KuTu/WjC9lLOtH6WDdOYlb2AoJ0cVXNNVU0NleXvcmfkTW6N8Hyd13/QeUS0+l02Ov1/oeq+hdVtdPr9RZ/6/28rqqvf/uxr6vqi6r6qtfrLVbVoB4S8773StrOAieNTxAzSY0XmgMFEGzQpEJzY3UbUhFEgip+KB9CtVOedSIHw+dsRIpAr5guDSgEB0DxKsQyMTofPnxohxzyvn0mE4d1OJbXYi5yDqtqzoDabDZQr/dQAaVTsM2H7QDCMB+ZQ2S8widAjY2YvYKUMOqPQ/mhaimmzHfR98X9yIJxJ1NzfX3dDnsz39acnFXNJwOmB50lluQB8LNm/s4YNYXDaCQ7RsFSvGhqCofy6Hoi5jtlCONDdsbjcds7Yt1Cuhmu4vUCXEkd/125/jr1V9V8r5uq+Z4cybR0QxSdd2yyTn9lnkgyvz6TrGAylpm/5X0yn5HOybwIwBcwwob2fhvGFK6mi7AZZNxzsR76Qt3d3TXnLoFQ5p9luCVtQYKt1GFV83kXqRuqZs4bhr1q1jbD3OdYzYn1SieQg0j/Kiww9vxermWGq8iF8XWrjTKUmWNO8JQMuX2dHbATEJtnjvhgMGhrzwbs7OzMvW/Oobnt6kjzmM5StgghUxxH12QyaU1LpVz4jud3Wc/cH/ZCOgHfd/1gzk2v1zv4rcdTvV5vrar+51X1s6r6H6rqf/3bj/0fqur/+dt//6vf/r9++/v/9/R30KI+ov01gMJ4ZJa9RUhhSMTXpTgzdud7fuaP/+ckugdBYYxMbLJHScMy9EmTZn6JnIuqmZB0WRcbnaH0zKrZZnMPIap8ViLsVISZcJjhitvb25bnYcwEdjwet1LmzB8SIsqQjflMoV1YeOg2vb293XKIMpHYuorFDgaDNjeUIcWbytxcpOcCzCVoSK9O6/SqGcjLJL0MBaJWMYfoWsB3c3OzJc4tLi42Gjjnvqoa4HvMm8/ESIpWSKDbHye9vPv7WU+cHGcCG3uDocmcib8L+TZVf3P6K3Nj0ptPHdMFMvl5V4aZUpnTHbm37TH7xJXdZFOvcaSqZu038p1SX6QTmR4+eeJU0JPeKZNG6WlgJ3NPvFfu1zTkgL058ndXx1fN8muwAQkujTV1h8u7Jav2GKiUH9dliOho98qqrVzHLBhJptdeN74MB5rzqprrOUTH2/NZWGDuU/eSh8FgUHt7e7W3t9d0cQKbrOw1zpynZLS8t7lNu5Ss2vb2dlvDZKdSVxu7e2XoKveE5/hsgpzvun4X5uZVVf23vYe4db+q/u/T6fT/1ev1/ryq/rter/d/qqr/b1X9N7/9/H9TVf+3Xq/3F1V1UlX/u9/hGS28kR4w2j+Ve7IkYokEWn19LkCWJvNuM8fF7zc3Nx8m5LfGTv6EhdNUSnjMRKdSERJYWJh1sM0QQGaIJyUMGRP87HNi82Xb//SqMAGZXGXzZYtwxs5GSYWZ3p7vYwyyIZjxmrPM8L+/v3+006dNmZVcqXyrqgE4Y6aslWoLz5yfn7ccIYyMNfNdeUt5TxsoPwegpXLLeDHgqrcRBcGbAuRSQdnc/k5QnGGjTBz3fUrNn4WFhVZ6Tr69q3egzO0beT68o6rZsRhK2dNTxOj9R379tesva+lKzzdBadf7tQdTwWd4Ow1Hfif/72cJFrAn8uW++eab5jysrKy0vA0GNXWr+zFCZDQZy9vb2zo9PW3N5OztBC/CIt6VnNIHQBLW1n3zHXKcmfuT+snf9s9jn8sxGguQkr93r/x/1azCy77LhOaqWaTB+2c+VQKeBIDkQ+jLfbK6jFwl00430q+cnFwb4fyqhy7xu7u7zZHF8EnJwNK7d+qkBCHZ8DPHn2XwdOrt7e1cg0Trn6FNgAzwyflMwJcgK/dY93ePXT8IbqbT6f+vqv4nj/z8r6rqnz/y8+uq+t/80H27l8TepaWllplP0DIGWVVzIQ2hjDT4wjVdoJDAg8EhiEndawI3mUxa8iYvRzleLjZKs0uxVlUDSNk0KyneLOW+v7+fC7NNJpOWEDeZTFpOEe88c00kiTrB/OrqqnU3NhdyWjLkZLN4R8pnZWWlxuNxOyckT8mtmnlFDLVGfefn53OloMPhsJ3X5fOSfIEm4SVzlkcTqLY6OztrY5E/oBuwZDsMiQ1m3cWTgS5gK49JYBisL3momm2k09PTxmplaCo3GtrbsQ+Abb/fn/sZL4jcV1UDxMZ3e3tb79+/n6P5U6ECTOnNp/fkfTJcQNZ+yOv5j+X6m9Jfv/3uo2Amf98NW2WOSyp63+2GOqxn/jw/a98tLj5UdMo1EUZO45ysa7KKWNVerzeX++eZFxcXLX+GrHaBXNWMBV1aemhp4LTy/Eyv12v6VKKv/akIAhNpH9ifQtp0BefEPAASgBV2J5N+gY5M/k/m2TulbgSkkmnKv+21DNfQncaX0YPMv7GW2OFMg6iq5tgz9KpU872B2NQtXRuUjLYUCOCzauYwkqcEbCmnPpty6Gf6rmVOp3uxZckgk8F0sl1d5rPLeD52fRItShmMrFzRgt+kCOX4TKLKDJNUVaP0hBcIqjgp5W6R1tbW2hlRvqM6ZXn54Zyjo6Oj1q2SNw6YXFxctJPKE6AIYzFY2X4aKHNWk002Go1aHs3t7W1LPobUHZrYjVunoABEEDUABKRpsY5+ztAXoVfm7j0BoKSQUxEz6hnGW1tbq/39/To7O2teje9mHk4eq7G0tNQ8DeheRUC2ODfvAFKCp8xZSCPjvbIEnOeJ4VpZWWn3RdsCZ5lMLoRGseYcUwzmj+yl52HuJSrKa1pYWKjt7e1aXl6ud+/eNSWfSZKZz1M189wzjJfJlICti1LKHKen6/e/6BIGmIJ/LOExmYsEASkvDHomUCa7k0re7wGYZAnkh3gegDIcDlv+Cw/e/qVX/SzZcAayqpqTIYHUuzOs6+vrLR8sARdA0gXgefaU+2f4AzNfNQsn04l5jIt5BSCsgTnk4DKynsF2VM2SpTOEAmB0czTT6Hu++2bYLVMjkkXPxGZ6pKoa4Mk5ALI8n800x9iw29vbRgBgilNXsKGARIZ9MiSVtjNlTluBbALK9mR6xjfffDOXk8W2AozJeqdjALgkm0kGEtCk4/DY9UmAGygWA5JhhwQxmXSZ9Hwi6Aw/ABuYGAaI8k/v4e7urnZ3d2symTRjJtcjk8Kyt43NjXVxMKPTrwl1Vc0lXEG1VTX37ryojL2mIc7+A+n9OYMlE4hzo3RjuZljgu3x+VReVbNNROBUFuWGRGHe3t425gYQUtVDmVCgFJ3k5FTKyTBg06qqgaGqWXw8PQCgsNfrtUqqpD/dy9i9p3cDkowRuDRuXqPx8n7dN3NbGDzz7/0mk0lbe40C7+7u5jqkkiE9ktKAUJoMRtK85AkzSeF6Z+ybMv4f8nyert/9yrBo1exQxFTWybikfLjSsCRN7/6PgRu6k76TG9fv99t+WVtbawx0r9drexSLglWgy+hDOsO7Z3iKAfO+dIS97efY1Nvb27nDbem57tzZK8brXoyp3wND6cBkbkiXAaOv6KWq+cNIU5+mo5esQ5eJy33o/vZpGmKOB/2W4bd0zDjl6bDa476DvfJedFLm7WmZ4SDiq6ur2t7ebroAwDJnKV8573I70y4AcNlQMW1Ast/v3r1ruZxC4hl6z0KPLhvpnQD3ZKYytPt91+/Sofiv/epSsDnh+fPH4o+Z55GX0IB/p6ATCsjaM21ofzNsCwsL7VRvzI98iDxQ0cJTAO5PSFJYUY8E34aEtDPuC0S4d3bGFWbDFDGiKbzowBTmhYWFlhCMkUjqU3UY4bIeFBR2yEbuejmZYJnzy3PAauV7GqvN4fPW2B+xaoxLPuP8/LwdHmdu0lPrGg1MVLJH1oHiMq4u7U9xGzPmh8I198AkpYpazrOpquaPB3ESPEMA/GOByFOyQl2wCLAJBVp3Y+qWYj5dH3fRGZiOqvnutFUz0JKKPA0rA5ggKD+fxtx3yL77kX3gW1jWuW16Vg2Hw7nwvPcj2/6fTlm229jZ2ZljXbL/V9WMBU4HxZUsBl2W+YT2RwLBHGc6tlXfrjpLxrbr7adTQ+dYg5zbTFvwf0BECJjOTKatyyj4P2B3dzfrhp/Ppp/MW9V8J+tkcLyX75g745WS4Jl+Tz+xI3S/+3FyRRySYTPPmcScust7e54GsBzBDKWbB/fMZ6Sj1pXBbkjs+65PgrkRcqia7x1gQ6TxY2AZdF5Kl62QQMmoYm2SGkW7EWgsDQFlnDwLw6G/CMOk+ZuxdL135wEZm/s4BDR7KBBAyViurrIkQAAfr9yhn+kZVVXrVJzzQGCABe9qjvV2UelTVS1vpNfrNabIs25ublric1W1eH0q9FRaPuf+2AYbLUNk3sN7OliTfPCyMsHbfbKnDNmyFpisNAiP5ULlGWBd5UUpdGl9/zd3WbJOzqy5OdTQ7/r6unVy1luI0s95FaqdTuf7BKWS6sp/luM+XT/OlUxB1fxp9VXzh2FWzZd1p87w2bzSQHf3rXsl88g7l/uxubnZ9E52yuZlO3Ykw9uewUmrmp0HB6STe8UWDJzxVM03Zc1cs6yIrao5YGB/GhuD1mXo8zvJbKahBUgytymNp73n6oab7EthFeDQle96c3Mz19U434tj5OK4kRtOnjHlc4A/zfYS8HTH4B70pb4ybIb1SfDHUU1wnOcSuifHyKGcj9k6jlY6p8A+/ZrOd+6F7r5Jm9ENj6X8f9f1SYAbL2phV1ZWGksilgpsAAnJ5hhwMi3+zwibtNvb29rZ2anr6+tG056dnTXjSCigTLkjGsdVzTzvqlk5mxDa6upqC4kwbowRBWBRdN9cWpo12UrGJLvcpqBrn570JhYmBcXcYhUIdSbU2UQy3LOUOMNLm5ubra9KhgexAhKQXd3wGQPs3wmijEuIDWCTd2VDbW1t1eLiQ7dOrJ3Lezj00jtSON4p6VAKUJ4NAMEzwSCZk6pqceNkjFKZJn0NYABk6b0C2RQnWUzQymBRbmk4z8/PW76W+9kTEsWzp4R9xDimh/p0fdzVBSrJolTNmOMuBc9YdxU4g+ozVTPwRHckk5kypFKG0RmPx/X555/X+vp60ynC2ACxvBWGGghaXFxsesP+tV+n02nb71kFmiyHn2McOS+eXTUL2fpu6lj3sY+wkPZUsr30d1bd+pw5Bcry+cB/jiEdg5xrACfDSJ7nyuTjBAfC9hkeMyZOYYIw659ABFg1ttQxwIv7cvyNT/L4eDxurE4ydltbW80OLCwstM9VVSvQ8Wz2kc5LxzvzWXOO2T2fz+8+xtrkPrEGvu9nCRYfuz4JcGMDMGzoeHkCGToSktE9eGdnp02ogWeejY2ZSDx7o6ytrTVDnowHL/js7KzW19drc3OzTk5Oajwe17Nnz+bCAr4HMS8vPxw0trq62g5r1Oq7apb0KsnT4kowI5yEnZE1F8m8VM0S8oA9sfPxeNwa4GGgjDvH6Fme6x2FhKyJ56tcyg7CeRwAb8BmvLy8rNFoVP3+wzEZGxsbdX5+3hK5bRZJ3EpVzfFgMKjpdFrHx8eNSqWQqmpuzWysqlkYiQLyfpRRehzo8MXFxQYcnfMkRGR+gCdzr7KBAWMEptNp7e/vNzDCiOTxChIAsznXH/7hH9aXX37ZDA955U1Np9O2V7B8KksybJcKdDAYtMaPmL5+vz8HSJ+u3+9KVibp96pZvgUmOvUP5UxO6ZP0xhP8JOuQxo2BuLu7a8UCEnvPz89rOBzW+vp6a6Wg7UXqG3sBeABsqqrpDyFpz+KV07k3Nze1v7/f9pmeZcmUdPMA6WiOH9nMTuhV8+Eic+znnJYMJ9Od3ZB+F2DYkxle6oaqvGuG2HQFN0fpaLovHZXAwFq5dzcHpbsemDRskGemHsp5yXm/v7+v7e3tFoJ07/F43HSL+UngnGH8LsNyc3NTW1tbbT1VswLN19fX9ad/+qd1eHjYQC1AJLrA9tkLAFqC/S6wSZv3mAPx2PVJgJvMDTCgZFuSMuVlExghKt7I+vp6O6pAjJjhy4RMjEmW4Zn03NjK2UysMsjpdNrQLvqMZ1A1S9DKMYllE4SMKVKIKD9JrZeXlw2EyTPxTNf29nabFwJoDDz2pM3H43FTTDaLOSasFxcXbYN1j8Zg2JWKA3RV1TYMAOddDg4OGpsymUxag6fJZDJXsSFExHO0BsnaJWMi/IhdMk+ZDJdAi5JTog8MUB4YOA30hsNhnZycNNnSxO/u7q5OT0/r8vKy9vb2mrKh/HhFl5eXdX5+3kD5cDhsIF1yOlnv9Xr18uXLWl1dra+//rpubm7qxYsX9e7du5pOp7Wzs1MfPnyow8PDBiKT2ep6QeTGAapdY/KUc/PjXQlOquY767qAhKTe7f0MPWWY02eSGclQAEMNDHEQ0tAfHR3Vzs5OHR8f1/HxcW1vb9f5+Xnt7+83dgML4X2y8mdtba0xNsqOs4qRrmSgu3k3VTN9bo8ZY/bIEernmHb3bLIUGULxc+yv5Gk6JJmNDMkCgVUPndMl5ybw5AxlMnPuM4BM2LcLwOgudiYBRTdvRQ5m5u34vznqnqGHUaPHRS/Imz0ufcOxOZPJpA4PD6vffzjmhT4A6jhQdIbnX19fz+WekrfBYFALCwv1+vXr2tnZqZ/97GeNgEin1Hqn/WP/E9Skg+pnyV52w4mP7snv37J/MxeGgEEgzDaWCc58lRw8I6e8OCmw4XA4pzwyz4bBrKoGYCaTSe3v79ft7W2dnJy0DZnUqk3D+02PKquksB4QKsChtPvw8LCqZocjdjeN3+V4eAQ2YTcvJ4FUlvoCBeZ2Mpm03jQqLLAEDKGxqOQRc086MBPUsqcD5ZueGvRtvsRnKa68Ml/E2DJM0+vNDj/NxOzM3fK3ewBX7gMsScR1fIXv9fv9dlgq+bAJJV3f3j4cagn0octtvizpxLBkaCwV8rNnz+onP/lJ69tDLhcWFhozkxS4sB7AjLEhZxjMLI+3DzKc+3R9/JWedv6/613SMVXzvTt8LvVal7Hphn3cn/NiLx8cHLR2FlWzBNSFhYc+VAzyyspKbWxszIWp7GP733uS1WRB3J+OphsyRJdhswQOnK6qeSOcF7BhDrJ0uptvQS8LL3UZotT9wBAwVTULWZvbDAfTsekMZRgo81eMFQvss9a+atZaAmhIOUlnq3tlJR5QRi+rRgIIAShRBPrLXK2vr9eLFy/q8vKyHXych25mSkIyjOws+2Z+3r9/X8+fP68//uM/rvF4XEdHRw14klkOLHlPxihTGJK9yX3Vtfs/dH0S4GY6fejvgoLMFxduwYzYlFBlJo3aNEmxMVxV870TEuzkhFfN6NrHvCmCubm52ZJuLbSW/TkuzARvJnNQquZzL1QhYVcy/yPjl0mdAh+Ma7JCmSwGCGCtjDnnwYZPb9A7mhf3ZEgBk0yCs7nFkrNnj0RCTB2F410YfvNsXgAY3mSvNzvRHTATCgScugwPYAOkZjiOnCSQoAT39vba89MDXV5err29vbk4v5CT+clGacKWSTc7VHRh4SEx/fDwsL788su6urqa85K3t7cbQEyw7n7JGgJOFATGIOXd3D+FpT7+6u7NZFroGgY6E7nze6nzUufk//PKkCrjaU+RpzTEVQ+GUB5Gv99vujUdEfqp+55Z+ZRsEqPDcElwx6jTKymjmULAgFbNV/LREekMJcOcei/zB7ONB6DvPsYFgCWrkzkdVTOWvd/vtzFhZryb8B59Z13oToUiCVKTbTUX/nhHc5vzlaxd1y51wQC95Z0ljGOPc6yZD6qyzvtpnksXGitQYn4dp7OyslKHh4d1fHzcdCkZFmnJwg33+q59ZHyAef4sbeJ3XZ8EuKmqBgIg7Sy/tRAWzKRnCMD/GS8CnE3KbHLCZINIuHJOEOM6Go3mJlKl0PX1dT179mzOuDMWPi9Bt2q2oZJytEmBAnkySUdaWEJgbhj1rKoyN1Xzh07yfNDM3XhlUo8oz2Q4KOakJm0im16IL5kUig2gyYTF6XTaerwAqEnbJhX7mFJCOXumOeTRCQVhr3gb/X6/Ne2zzgClZxlvxuoBJ3NIFoWinMllTcyrtUlg5XvelQfT6/Xql7/8ZV1fX9fp6WmNRqOqqrmzuFLxAmNbW1stLJfsWO4DMsQ4kP3HjObT9R9+JfvSZVz8PsNKXQYm7/HY530nFXwCiwzd011Y7vX19db4c2lpqTXU3NramstLpMPsPSHrBM1p8OT3dJn2LIM3J7lfGKoMzfi3zxgPoOb+CbzSOfM3Xa7DfdWsd0zu26pq+hlgSYYXE5pMAt1b9aADFTf4vXFvbm7OVQrleOnTnJ8Mr3CO3Ms7p65IAOO59FIyNrm3UxdnrhInV3+34XDYbGr2zulGVBI0J/D95ptv6uc//3mdnZ3V6elp0zMZvcg1M3f57y5gsTYwQJfZ/L7rk+lzAwlOJpPWhKhqtjlMIIDRjXFbgOXl5dra2mqCmx0Y03PiTWf7cAKRDYucin1/P39C9nQ6bZ2RLVYeJDmZTFqYQ5w1xymHo2rWrbaq6vz8vOVyuF/SqunVMNYEG4txfn5eJycnLQdHuE6iNjal1+u1sToNnIJKlsLzKbaLi4tmvIVb0J7Yn9PT05pOp99iPe7v72s4HNbZ2VljvhhnG2Fzc7OV16uAAjw2NzdbQvfJyUlTWHrMoGefPXvW1ur29rb29vZaUmXVbIOhcSlx/5YkLU5trXgfZJM8ZVVcKnhjIGMAUea8ZOiwqtrcTKfT2t7ers8++6x1wM48JTImn4xSzh5I9gpFRW6TsXy6Pv5KxZzsRuqnBDf5h36pmjHE6aUzIgwMXQGUkCuhEgmeSeUvLT10/hZu39nZaSwz4ORZaXz8LA2tMWFJM8/mw4cPdXR01PJeMpcuq1AZJ/mLgInDebt70nNvbm7mctsyt9L70k1V86eApy7N9QHmsgrJO9Arnud9bm8fGpYCRJwGup2+t7YZXUgZEG6zVsmiczrlCPo+IJlh0AQixg8UcQpTVtOJTmZPJSpgkvmAPpvfT4cLo39ycjJX5EMncXzTgbZG7pEsp991nUDv/VjoLq9PgrlJI0FwcvCJ4hnBnZ2dxgAsLCw0w11VrZNvxn+rqhmHRNVJBzKSNl8ak/F4XDs7Ow2h/vEf/3H7fx5IiFWw8WzozNLPhDobmwd1fn7ejmqw2JknIZySR1HYHOZqa2urjSHDEBnjTkVJOYxGo8ZECE+hNI2TYgE+MvlMiANQAkTfvn1bvV6v9vb2mhdBUM3/dDpt3xsOh41RMV/eezQatc1hbuQNOAaj1+u1d7Xpqmbl9DzU9EaqZmFL96+ahQ8zP4LyE8/W/j3ZL4qwmwOESVJ26Z7r6+vt1PRkJCWw5/EgqdQojUxWZQzc17+vr6+/ZRifro+/uiCmagaeMz+taiZjXRaGPFY9fihgGpRsq4BRENoWEk22mLMo4f7Nmzf1j//xP25VNXSkvUYfcF7scSAFOABoMBsfPnyo09PTOjs7q4ODg1b16P2N1Tg5EWmwzREdRb7pbMYW656gIlkORt04PMf+ti5Z0ZPMOqc4WWX60nxwuDMspSIIYGDLrMFj4NE6Zt5PMlPJtpKDXJNkNzLkx8lJcENXJ9tnPh3zcnFx0VqfsC1YJc66ijE/W1tbq4ODg3rz5k2TGWBX7mw2BUywksyVvM/Ut8C59A4A64eYm08G3Kho4bH6NyWfZ/P0+/1WrjuZPFTeMAx6NAAUOVEZtsnNAyg46dZiAkI2ilwc/V6EsbKyKylW4SaLYRzeAZ1ImKoeNvZgMKj19fW5EBAkztsHqJK9seG7/SQys55h7/ZfkLhqkwwGg7kNRwjlgRDUhYVZRQDkjv7UAVW+yPHxcQvf8SCBoHzv9JCwQVl9BUxsbW21UMvGxkYDEskAeT+bDABNqliZutCT8dnEFN/q6mpLyDTGDGGdnZ3VZDI7r6Xf7zegmxVu5j4NmHnRdCvDgdaVUqqaHTInx8l9yWFS6hQdg9fNJ3u6Pv7qUuf+7rJj6bVaK/KQa1ZVc2Da38noWEMh6cwdZDywKtoALCws1Gg0qrOzs3r9+nXTofY3Y58hHDIkHJ5luZiRXq/XnMq9vb05p8h9k7GRAMw5yBCcz3FKhEnIaya9dqtOkw1bXFycqxK0TvQinen9hd0Y+uvr63r37l198cUXTT8x0pxtjiM9af8mq1Q1S1hmW5KhSaanaqYf8mfGlYnOdHyyTrmnyVa+h3GSJe8KkLFv3tdcGwNAhInyvlkYwd5lpW62dwFCU9aBPs9I9jNtd+6VH9Jfn0xYCkJORJaVQpQCgaAYUpG7CGIuRtVssf3pdmFkRLqekUPmAImrq6s6Ojpq70hIkgWqqrkx8dgy7ycZKwoADSqsZgMJyVVV21wpKIQDUwHhpoKV55Kxa0KTuT2qp5TvVdXccRPARL/fb59VebC6utrKAsfjcb17965OTk5qa2urgRyJdsIj6+vrbWyj0aideaM8kxFnnHd2dubKCjPUVzXznnmWGDlsTIZthOjMgb8zFp65WRRwhn305JDQTXnz1CgCQNfmBeSwWefn53V0dNRAuXfB5knGzh42xgMoJxAFjNJLSs/RfDxdH39182P8+7EcgXR2XGQh9Yd7pTFKpd41AJlPAhxcXV01h4guu76+rq+//rqF+zNvJ1kowAf4mE6nLfycrf2rZjppf3+/dnZ2mg5IB8g83d/ft3ydZAYAG/uW7HqP6XTanLqqWfKuUvTMi8FgVtXcnpDs3H0m3WdOlpYeDikWYtnb22s6N5kQwCQdYYxHygNdbg2BAd915b8zT9J+TmfPz9mgvJKlShCaNsmVic+IBce4ZMM+67e4uNh6tHnHlZWV1tPNuPMcQrJlvtPOd/dN/iyd9G5e1g8xN58EuKmaL1WWiJn5DVXz7aahcZ/J31XNytZ451kimEoe9Sj2y4ASUAJ5d3fXQgRLS0v15s2b1tlYf4CqmguHpMeVLJIE1H6/32hMlUW6y3ZjxoTMlQYte+kk6wAoZZnl/f19Y72MVU5MJqJWVQud8Bi8r7WiEIAFlKeYL6oYoAFW5NgAjclWZALwxcVFQ//YOkCCxwNUbm1tNYV5e/vQFG9nZ6d2dnaanNhUwptkh/dGCVXNDH92lQYk5RyRjel0WsPhsM1relJZRUFxpmIj+0AMmbFu1ghIAyi9M8VjP2CO7JeqGaMDrBpH7q2n6/e/UtlmfkKC2AQ3FH3V7Dwhf7tP7ulkJBgKPwdagQdOA3kncxJVNzY2amNjo37zm980BiYZgrxvMuUYQrqIvHFyFhYeqv2EhXMvTKfT9nzybK+bqyzGSGe1+25V86G/zGlLhiFDQ6kn80r95Dlajdzc3LQ+VKenp01vy2fCiOdxM96Nnk55kFKQTF6ydfQv4Gutk7G2tzF1yQJxQo0XePbdlDP6kJNEbwObZDVzl5KF845SHgAprVPID0bosbyl3A9kPgFXspfkuCvzfyvAzXQ6O6TLxN3dPZTWbm5u1vb2dhMStGnVrMdK1UzBiNGml0P40rgROH8oIU30CAhQISzlnbS/T9AhwdiVi5ebkOKwUfr9WQ7H1tZWozzTi8hqoqT1CCDPjRADDnI4gKiux+/9hKYAF8gdzZjxZ96LkBoAdH5+3kCKz15fX7dDR7ErqdTMExrXO/rM5eVlnZyctFwbeQGUuM2Gjev3H3KOkkLXCVnbcSALUAMUVldXW0NEsrS+vt6SMykXzzw/P2/h0mTn0kMBSjKWDphSQO55dXVVFxcX7dRm71Y1OxGdMkyjkl5k5t1kSBVI9nN5AE/Xj3MlcKHsUxc8lmeTIYLMAeNM5X0ZPCGbrjfuXthTVzKUwv9bW1t1cnJSw+GwyZ6LzkwmKKsv3VuSK8cjcySTKa+a6RnhYDIs3ARkJHuULKr5SIc0HQdGuQsMzLuwSRr0XBfvnHp0OBy2jufv37+vw8PD5hwAAPQbm+J+vV5vLsLg3fNKgJbMhblMdoa+yLCnz3GsgTdMHEZrc3Oz2UnjzvfxnGT0OcicP2N0LS4+NHt1X7mVCZa3t7fnEoXpL/aWPcsQqrnPfZI5UglyumDoseuTyLmpmpV8GYiXz9AD8GEiKAx5Oplsltn5FlOIw6QLE+jgKqcGc5RJYCsrK3PnOR0dHdVf/uVf1t7eXvvOxcXFHLPhvY0lGSH9aJaWlppwKAevmhmxNJhVs3NcbFjI2XdXV1db/owcnwQR/pZ4mAbQ/9GSqMXFxYdeL5RI9mYh4H4nLu13Dgf95ptvWny3qloOztraWjtPa2trq+XUAH9LS0v17Nmz1vo9c5kowgwFASo5nrzIgDHzyIStUKxJh/MCbXrg0Rh1tVZmTt4yt+YxD4ecbG9vt7VeW1trXZ8XFxdblZRNbUyUmJOek/ZX5ZCylzkH6UQ8XT/OBdD7d7YpqJqF3qvmDZvjEoTds0qUk+Oz6T1nfpVQNOMPDAwGg5ZLuLu7W+PxuG5vHzp5X1xc1J//+Z/XP/kn/6TJz/n5eUsC5s2rAmRkGWLAe3X14Sy9DNljEegSYaA04lj21EXdhHefZcQZwarZkTMZfkq2KfWAd6fT0h4AluZ0aWmpOWKDwaD1qvrNb35Tn332WZtTa8QppVsZ8mRo5LG4VD1lYix97v3W1taafWLsHbeAiRflAKaSyQA2gT7rkeA5q9fYIPPBUU9Hlt7VVsDzhPCS3QNcb24ejmvQiyyBGHBOd+UaZPgqw7y+T0/bL49dnwS4STRqwgwU0sdeWAybHLAAGjK0RPBsiAxf9Xq9Oj09raoZc8TDpSQkrTJUPGtllF999VW9fv261tbWWv8Ihm5nZ6dWV1fr9PS0VfFo+sRoV1UDZnd3d+38JmwIA55K09g0+MswiTnxPV4WQTk7O6vBYNAE1Gcmk0m9f/++gTjJbtvb29Xr9VpjrCzns2EZWWGh4XBY7969q8lkUru7u7W3t1dnZ2dtEwJvL168qNXV1To5OWlKDXuHUXj//n0DNJiUyWTSxgsU2BzWn9IjJ9ZQgnquw/Ly8lwuUNLASaFmnPzk5GQupsxYkdGqWWdkLFEmeVNWlE2WXGaCMGD6/PnzOj09bcaSAiHH1txecg9ryVOSvJms29P18RcZsLbmPMEjh4zTROcwuPRNhueTvchkUUqevpxMJq09hQNu5UscHBzU27dvGzsyHA5bNeVXX31VX3zxRVVVDYfDxsAKqy8vL7fz9DY2Nuqzzz6bc0DtNwUBVdUaYDKKdCpDlnMjJI6xzTExclWzAgHhIwYvmTHMTBruLFXPEm1jcz9HEuzu7tb5+XkdHh420GXPXl1d1bt37xozvbW11fITra9xMO7pDGNyfEaune+lIa+qFrpPNoVu6R5DkwyWULZ9zhkEMK2vvM6qWbUeME23ZDNbF2bdZ7IKd3Nzs968edM+c3Pz0JF9f3+/6X1gMQkA32d3sdkZWUmdaX4zZ+2x65MANza2yd/a2ppD+FdXV01oLYIBo0Azgx2S1U+EMvecLImGAlG3l5eXNR6Pa3t7uwmmCpmFhYVW4eOE1aOjo/riiy+aYWPMgJXsiWIxLFgCMd8hrIS7akYjencZ/QQs8108K8NlPPfnz5/XwsJCXVxctLBMhqOE4+ShYKK2t7fnhFIFAnSvbD3P9Nrd3W2KjecHQIj7pyfgBPDcqFgf4+KdZGb+yspK7ezs1O3tbTsza2dnpynNqvm4bXpt8k+AiOl02ubdM7KXDzDAs0lPy/pm4pz7Z3forP7zeSyexn37+/u1srLSGhF65uLiYhsjhZ8GL+UjqfKqWclrhsOemJsf5yJfVbNkYUalataTg7GyrzMfo2oWeiJD5CiTOfPzyVhgNawtp895ZHTi6elp7ezs1MLCQwXV4eFhffbZZ7W+vt4Yxc3NzaZrAe+tra25ihXPzg7ynu27DFV2A6+qxjzYkxxLej3DuZk3A+BxUrHYgEj2wAHU0nB6J3MsXK+lx+LiYr1//77Oz8/r1atX7XvY9clkUqenpy3sLZ8EQ5vMEeco92E6McZEF2EwGHZ6ih7D6gr/mL9uWJK+yrxIzlo6XtlLh84ln9YSWHcv751ykBVRUjWyS7WiHfMDeLJ/XYDi2WTWPunq8uwl9l3XJwFuqmboESOQsVeLhwrN6pYsobW5KQCDR69WVfM4LAhlbyJNHLDFuPIETk9PW3Ls0dFR/eY3v6kXL160Bll3d3eNUSBEXa8FUs9yd0m0Nvry8nJLYMbEVM33aAGM8owUiHc4HDYAAfARZmNSJsrbSgAo4dfhoDYNA99tKMULswE907pmB+b7+/sWklIqrenX+fn5nPIACDAvkucoTiX0cmso0GRTzEHV/BlX1oRXRxEAaEJHlAvvm8dKiVBiSU2TaTJLmVojDRqB4cvLy0bvV1VrpsXQaJufhs28J4OTRsa73N/fz4Uh0b4Z9n26Pu7K/ZO5MVWzQogMG6RXnuGnzCWwt4CA9KAzLwGYylCShpaZpC5k/eHDh9ra2qr7+/v66quv6tWrV/Xy5cs6Pz+v0WhUBwcHDQy9fPmygQAymAmduVcyJLa0tNQYW4ZUz6XMt8i8FGOlgzKMl6kIxg1UeDZnI0vLM/QDPGDQMtRn7jT5rHoAKMLC4/G4MbVyUYTiMpTO2NMbGWLxbDk0meuUhppeSblKfc9O+n62uciwXeqcjH5km4vU0XSzdclwVOZC+j8dD8xIxk4wwhnugt8ENcae65Fh+IzoeNffxTn7JBKKq2ZVAykEKK/0hIRhGFDsCEGqmmdJCLaFS6bDhGcc1gVN+3xVtROhLy8v2wnRaEyGFi2IBpY7YfNavPF4PJeZzsPPJnCeL7GVoUoGwLxkiK6qmkIhoFWzhlJCUzx8m94GWV9fb+Aij5hw0J5Nsba21hJbq6odHQDZY0eSQUohHwwGzXhjZ3h1OY6qhxLxVKTuSfGZZyArN7Z5AhQpKGtiLjJviLeZLMn9/UNFk7WjKMiv9/Nu5DfXQafoDGP4k/lP4tWUrXwe4b2k5BO0+sPzB0rtl6Scn0rBf7wrc5sYgaqaU9T2ISOVe9/eyPBEViEm6KmasTY+63cAAlDNWWAAORLPnj2r6fThTL/379/X/f19Y2DT4GUBQz7T4a4JLIw3PfxklBKgMIIZ9si9mWGTqvkmmvL00uDZZ3RBF9h4b3tS+JuerKo6OjqaM8Qcr9Shvd4st49jrejAemahRoLQXHvv3c0NzKrI3J85/7nui4uLzRmsetDBo9GolbAncPEe1qCbVJwMklwd6wlQcA7ZaLKGYDDfCAK2hZNPD7H37pVy730Bq8y5Id+/C+v8yYAbLMN0Om15J0IfWBNCRPDRpd0ybuESmyVRdFXNNczLDeIPA+azEl0lejFoSo+Pj49bEqiNY4P5Xm76DOnIuPce2eyIMqqaeXqED8NDCSrBZPxUMqgQUoUjnJUsx3Q6bf1egLJkQDKHyZEO5ptiE9KxTprzbW1ttXyj7G0hjJSAwKGTVdVauHs/Cb+8hdyojEqWvPqusKbnAA4MztXVVR0fH9fV1VV7R+X8CTYybi3WbuOix8fjcStrp1gANwbDJpdgt7CwMFe6SgFkaCLfIQ1jF8BT3mTG3kFtA5C9Xq+2t7fnjMfT9ftfFG/+31pal3SeMnRJsXfBToYpsK6Zr5VOAuDNqcAkcBToBs9W2kwWv/nmm8b0YpDJBuOO5e2GQu1XQDobnfZ6vRoMBk1Xf/jwobE5GZLi/VfNCiYYP3qBg5Fj4fgwkkABplLIKFlb+s3FBnBcJpOHprBra2s1GAzq2bNn1es9VAQJ593d3dXZ2VmNRqMGCNgroSH6IRlWDLw1TeMO1HinyWTS2F3vz+msmoWE6DrMtdQJ+i9Ze6BxaWmphROFAjld7i0fVdfpZCPNMVklz+aALsuGuOxFMvoZgiWb7p3Mjf1EHlMnft/1yYCbpDVtLoZwd3e3eQmDwaA+fPjQjIjMdJPI8Gc2uPCVST07O5tjbHwfXcfzXlxcrNPT07Yg4/F4Lnb+/PnzBsSur69rf3+/haSEnCgZhm5h4aHLL2Wk9Ftlkc0DtCSiBaoAE0cU6Bps0c0B5uXs7KyVmWu0ZL5sCBsxe9FozkepbGxszBni0WjUcmXS47DpKGtnH+3u7rYzn4bDYVXN8mhyfYR6bB4s2fLych0cHLR7VD2Ak7Ozs6aAAIeLi4s6Ozury8vLVhJJWezv79dgMKibm5saDoct7l1VLQS5v7/fqgB4c8+fP2+gMQ/LlBM2GAxqd3e3nWElfn9xcVGj0aht2CxHxQxmzllu9qWlpXYWl/BlervJ0lhHdDkQS8lIbObdKs98uj7uylA4lqxq/tBGn7OmqdwZs/Rg8/9V9a3/p7FhKHngZGFxcbHlcfX7/ZYwDygcHBy08NHV1VW9ePGiXr582YxhMoVV1XSDPLE0TJ7vGJfhcNgSchPEObbFOOX6MX7pDDL6dJXQNFCQDA+nlK7GwBp7hos4huaN4+L4GfOaTvL+/n5799vb25Y4a3/pf5bvm7bCXNHXgFk61clOdY03p02kwryzc5gsoBVwTRu0v7/f2BDVddi9LNPf29urhYWFevPmTQNJZMuFRBBRYAtSNq1FMnb0u3t0w+nWPtcm91LKxw/16fpkwI0Mf8ifcEyn05bJf3x83KqRMmNaNj80SZCTWkORZSgqY7aPMSXOYqEMEm2nsdGL5ejoqE5OThq4yMQv1Byq06IRjizf/fDhw1xDLHlGwEVWgY3H4xqPxy3ZdzAYtA2GXsSgePeM/1MQStoz2XEwGLRn6vvw8uXL2t3drYWFhdrb22uJdhKxs0IA00OhnJ6ezjW4y7AJIKYsn1IRB1e1cXp6Wl9++WULa1VVO7qDZyangKeTQFDSuB5DmS81nU7bmmM5Xr582eYg5ROlr48QRXZ6etoSMyeThyo0n7G28hkYjul0WoeHh3V+ft4MZJa1Hxwc1Pb2dlsD4DdzpXiqOzs7c0nQWu0DjJi8pOufro+/Mh8hFbK8EWB0Op3OdYTlqVbNenr4HOPv50BQMsDJouZ3dRgn7+SP3nj//n3t7u62irrj4+P66quvGuPIqGWYGIBL2Us2qapaQqmwFwDnvZKNT/lLNjwZIkwxXW+fyu8z58lEJ5uESQHYsjeMPZtJt8aSaQ/+DwBkCDhBbdV8sjW9D2gZr8TbqmpsTuZgsV8cmXQ+UzdYU2sgxA7oGG+mZCQjzIEFENmNhYWF+vzzz+vu7q7evn3bDkI2Ns5cJhMfHh5W1SzH0VqLtpgPTj3ZTln3xzxJw0iwk6HMH9Jfnwy4QZFlfw5KAAKUswCRJ1NjsngUmdMgNwRazrwIl/JgAsIw5LsRZu/B62C43717N/fu7ocZQH2i7xi73MiEmAeRAoGmTiaD5+94A4Y+KWtjSCqccpXPUzU7rqDbjXR5ebkJMrYrFYNnZQwYU7W0tFQ7Ozu1u7vbNlnG7hn7zBvB5ED0GVLy7yxBp8AoMV2JE8TyaDKXIMGVsZmv+/v7Ojk5aflVQmJo4FQUACfPZ2FhoXZ2dppMZSNDRgAjpMX78fFxo5aNh+d1dHRUR0dHc4C/KyPWAbtIofp51ayk1snzSc8/XR932VPpcadhd9Flfg+sJOVPbu2XBAe51+gifzJsaW9K6OTJ04uOj1lfX2/e+2g0mgtfLSw8nEPFkdRI094HoO1NIac0rvZsOpU5bk5EHsRrrHSUnwMlyQzYkxgMIVhMap7fxMEE6OgfDh79003KVbadoWMsv72YIFUYzn2E5TO0zjjTTfZz5gJmj5qFhYXGnmugR2boCgwwMKEHlrWkN811hterqulCfdJevXrVAA4WGkjyvre3D2cEvnv3rsmsy/jOzs4ae59y7HlduU7blaFa96TPfuj6JKqlErUxMkphM96WV/dnw+GwGa/MdWEoLCbjWVVzC2EiM0F0PB7X1tZW83pVIFQ9GKfxeNzAWB5pYCFyI1ZVY3OEy4QIgBcbT0Jr9kYQbsgwG0AAdefJ6CojKAaegrgxD8xmAtiEd2x0mxiNmcnLk8lDQzp9f8yv90v2SuVGlhHu7u7W2tpavX37tikRAp4hwuwJBMCZVyX/PELzAOHzXKxF1azBFQaF9+H7xvHhw4fGwvhDboQPMXwS6jJvptfr1e7ubt3c3NR4PG6VK4Di/v5+ra+vN+8ok8DTEweGgTAKy9jTWOb7M3iYK2BRGwOy8nR9/NVV0Dm3qZx9lpIGFnIN7bH8zmOsTlL99KS9Qu8xsBwGIGA8HtfJyUmtr6/Xu3fv2v6smhV3YFcSSGEPGFf/59gYBxnMOQDiclw/lDdRNdP16QDl/HhWgsL8PR3o5+6ZRhRgGI/HzXYk69bv91ulmeeIFnBe6dtu6CvbL6RTncDFO5pPa+73CVLoK3Oe4DiLauQ0cizpywz9JBjGiE0mk9ao7/Xr142RZ68wgvv7+7W1tVW/+MUvWqVUrvfa2loDWsBw7gFzSya6wCiBvasL7L/v+iTATdVMATAqEOJ/yEXREwRon2edk5GLCokzAgzh2dlZYwfyPbOyRlhpPB7XaDRqgKfbx4XC4AVA27LsCWWGhYAN1KbDJQkepksCnTg5g+15ci0YP/MqETvPPLF5hGYSSGUcNBN1xaNR3ubU4XlOyybIVQ/ejPlPJYjuHg6Hbf4gfHk4xpb5C1mmKpGQlyLclTHpqplyyQok74OtwbSZY4oGCDdWwA+I1rm16qFhYa4BGRkMBrW1tVVffvllXVxc1Pb2dsuPydYFDi2tqm8Z0FQAlKMEzAy35ru67I2n68e50qCmU5M0O1lPD5SxTko+wW3V/HlUjGTXCGaeA/ZYaMM9dBCvqjo5OanPP/+8NjY2WlgZI00XcujsHftEcn03fyKZzzTwxpxGLPMvsjoz54meSxYnqzETIGTehmexBd6BE+l9zIlwji7OZ2dnrRL04uKiBoNBm39OkeKDLO7IBo3ZcoHjTJemI29snHF7P9MLqqqx6F3WJ+fEXJi3u7u7+uabb1qTQvOQrTmwX8AsECW8PxgMajQazfXQYSM0SJWvabxC3y7rlOuSTE0XRANf5DrX9Xdlbj6psBQBTzru97mPRNnM8q+aKRRGkMG02VF7mJCqaoaN943ulYPR7/dbPsvNzU0ruxyPx3NMEoEQ4lHhhM1gICUYS1R1qi9jK7yWIRwMiaRhHUiNiWcBjCTd7T5VMw+lGx8G2hYWFlqSIEHEBF1fX7fKqI2NjcbKYGR8jzJIVipDWJIWMU/CLD5nIwM61gA7pZFgVTVQU1UNcD5//nzu7Kgcv/UnL95RkvJwOGwyw4PJUJ3QE+Mgx8e6vnjxouVRCRlIfLYmFKc/3SqZu7vZcSHdyjreZvauwTAl8ASynhKKf7yL95lGlpFIJU0fpCLvJpN2gVHeo2rGCPsO5Z9h6LwPp8f+B4CFwTGA9/f3tbe3V8PhsJWQAzyYCcY3WQPynjkjGU5i0DkifpbGzf7GXlfNejnJHexWcuY4q6rtWzo6w1bT6UMn5W5rCjZiMpm0gg562nxyEAGKm5ublsdoHwN9cjS7rDidNZ1OG5hVNUoP06uALUc/w1gpX9Yh0wOE7jQ3dbbUhw8fWlVvRhekbSwvzzrEA0USxJeXl2tnZ6f29vYaMOQQSsdIUML5TcYcWCErCXCS7SPzuS98x0XOuqkl3euTYG4WFh4qiC4uLn60lvCj0ah++tOfttbjhDXzcaqqgR+CeXp62sDE3d1di3GOx+MGEFD/o9GodnZ2mgHkqT979qyWl5fr+Pi45V94loviY+hTaIEv5dlpxHPD9vv92tnZqePj4xqPx3NJaBQR5oIx/vDhQ+3s7NR0Om3GOp+Jyamq9t7uDbhR5OhpQNKc6ji8u7tbVQ9K6tmzZ3OCnwB2cXGxsS16GDHGXQoVmMQc+YzNjJGrmpVL2qQSo3lA5AFgvLu7a3lWwG0ycBmeSm/KmP1fMvv19XWrngOgptNp7e3ttUS7w8PDGo/Hba0lYRubpOibm9nZZd4bq8aYTKfTVgXW7z9UBZKt9H4nk4dy16WlpXr79u2Pst/+Ll9JsQPIGS5IOr7X6zVDkmHmDFH5Ow1vGg/GMXNCknn1HEZqZ2enhVfzc7kHlfze3d21Jn7v3r1rTpWQRiaycoTu7+9bV3nGX0J/hotyDhhkRQM3NzfN8cO4ZyjDeIEbDqc9kPfMuQQ8gBN7EusDIKgm+vWvf90qQBllzI5Qnz2ceoABBk4wRoAGsJCGOTvKY8kAKTktZItN8p0M18tzwrZliwrOJltDn5pLY8i8ULKZ4VSAEzOlqEXZuTzH0Wg0x8KJTOT+qJoPL5GJ7p5iLzLcmHbghyI7nwS4mUwm7Xj5H/N68+ZN25QWCpjJ8BXmgQCKq97f3zcjLbwkLJVU4M7OzhxQOD09rb29vbkkWuCJd2LjZq4KelMYbX9/vwGa9MjFfjE14qRVD0wTwGQM6MWFhYWWa+G7kl0lzHmGNfE5m51ipmydhwWE2UDAIRbm6uqqhsNh3dzctIokuSlVs2oTCi6bzwEnNmaedZU0rjAaRYGazfg/JSnJrWqmXADAqln3a2E/TEqWh/ss78d7K7W3dsZwd3fX2D+gRAXg6upqY/GEQXl2Th/PDZ99R2x+ijxj5pQGhS0UdXZ21t7/6fq4K5mZLiPB0CWVzkB2106Y0c8SSFTNMxSZi5AsbIZEyB0wb9/0eg/Jtkp9VeKRL2XcxiXBVJdrvXCw3PY8mcy8nMyx857YVcYcwDH29Oo5K8kCZV4hh1FILlkO41UwIXScDIP5AyDtKfvWc5JpwTADU+YaqGXQ6dPMUaSnpSpYD04S+fDuuYeTsU6mlj7QpyZBj3t7zzwSJkPa3kPekLWtemDANzc352TTs9ltMkDW7YV8T3OMdcpwatrkDCuS+wT+SQJ83/VJgJuqhw37Y9PkFsXCEiYVQZQKo2axbVQggMCnMWCshByePXtWp6en1ev1Wuy2ahYXlk+BPWEwoWRsgzLlfr/fWIb7+4fjFCiwrFComoWeGPJMvDPm6+vruri4aAJcNTuzKsvRU9j9m7Aljbi9vd2ET1l10stA3MbGRgvt8WwWFhZav5ikcDEtWU4oPJUsGToZmMgNjG0TJtre3m6l3CoJAJf9/f25Ay1TiRirRDrvCXiSWRdQluEC4ST9RSi+zc3NOjg4aEDWvPPaKCcK4vr6uhkY1LzxpldE6QDgQLrfU4TmIBmFp+vjLuueHrGfVT2eUJtKuptj2E1ATU86jUTmr7gHhoK8YXE5GdgIgEc1z9HR0VyORYaHNjY25ljCqtk+wYLmuyuwEAa1T4Va5LhgQ9wz8/zo7DRkOX/aTCg+8XvGE4Dy3GSJMj8uv1dVzZFxH2MwZoARS5RrnLmA9EGyO56VfbwyD4cM+D+HMucbeyWPzxolE+h9qqp9hh3I9/bO5iFD4Jnf4j19Tq7WaDRqVZ70MvDlmfRyrqOxJkNGjjNE67PJXLrvD+mvTwLcABR/HRcj+FjiWcYsH0ODmYxm4fIz9/f3NRqNam9vrzY3N1u5XIILLc1tpHw2GhBgub+/byEeBzhKsCUgSXd7d4JkI2AXbCosUT4z6cGs4AJCGFvKYTKZNBCkWRZBBwBTgZu7zGdBmXZjpSm0Ni8DYXxZSUT58BYAWInAPMsM/QktqUTzfv74vjCbzdcNKQAH3STkDBHwes0HecGmCFtq/ui5gAxGKQFbepw8L7IEhFNcOS5KgseWVP9TMvGPdzFw6Q1Xzcu2f+c+cSU4IjuZZ0Dv+NNldRJYV830nP1EvyRDRDdubm7WZDKpo6OjBhjSEeS1K28WxlHFl+PmqGUHbzpAmEVYiJ60V+1t75r3rpo5XJlsnVWB+XksRTc8lAwnm5DVTN118t6Z/Ct3KO+VeVSZ00N3edfU33klC9MFS11W1voaU4aZqmZMCBaE7fI78oqNo5vp19RbdFqOZ29vr4WkpEsYW1eejdsYc68keOra31yLXFtr8reKufnrOsAva/2r5pUIrz0XMxmLqmpGKGPTGxsbcyhbfwinZ08mDw3mtB6vmlHRvPKsasgKigQJGY7hSQASQEwyIkBceoCM59ra2twp4ICAMNzJyUkDVlggicuUzmQyaSeKLy4uNjbJe2gi5ygKBlfMGnUscY+XZpPy6Chj87S2ttYSkbNfEeHOTqRYL16qe06n03YQaVW16ile583NTQOS5+fnrdKLsrcW0+m05V9tbGw071NrgEz2NJfmMHNqXr161d4/Y+KUDgAJ6CY7xivlcVEqa2trjZEE4LB8FxcXc/ug3384/Vmn6Kfr465UtsByesdV83s+v1f17VLvNABdY1v17WTKZIXSQKUR9W/7FeMrDLW4+NBplkNmD9CLej6lQ5TVpRmCyz06nU5bwYEQGYBknjDcgI7vYvMVfZgL7+RdMFWpu4GzDJFMJpO2T1LPWDN7iV7LvMBcM+CI0ypnSCWZNcJ+AZL39/OH2BpDRgXS4QKmsNvKz+mKBCvWHeAjb8AY22HNMm/FO3VlKp1v6zwajepP/uRP5io6yTcb4304U5k/408ygSm71jnlJ/eRn+WaPHZ9EuDmx861yQuFL7wBfQ8GgxbXBAp2d3cb/S90I8wkT4Gwp7d8c3NTn332WUuI7ff77SwSBo7htchCBg7fVB7smZJSlaNTON6v3+/PlWMSPPkW8mwwLRkHlSMyGAwasMrv2/wqJgBBwru1tVVv376t6XRaOzs7TTgxDLokV1XLW+HpSaRNZSP0Q9itl4Q0sW7r8O7duwZE5KLs7u62sWf/IPTv6elp3d/fN/AFZKVyurq6anlR3i2NFpDkXXksFJGTg/URATzMC2NiHm5ublqjwOfPn8/R384zw+Jk7hbPugtueda8IAZRrN6akLGugXy6fv+rC1q6bPRjHiqHKj1Q98GEJMXvShbP3wmGqmquikf4FvhIBkJO16tXr+qzzz6rr7/+uiaTSe3t7dXLly9bGIkRBtY9g2xnLiN21h4SHpKEm5VMxuPCunIivX8CHoYxw3Dep+qhzYR9muELoIEhtYeT8VhcXGwVRsCRd0xmw14WqgYm6XWGF3vCwauq5vzZt71eb64RLaCYgMJ6JmgG0IDFlLduKMtac5SNFyvivTMkDtTQe/68ffu2fvrTn7a8ScApi03Md65f6lSyn4AnmUjvkIAm//5dQuqfBLhJBPljX7xzm+DDhw+1ubnZ0LWkVzkama2PIcncGsmfvV6vVRGNx+OaTqf1k5/8pIEPGwAVura21uLCPIL0GsS0ee42r7h10sQ8Jj0rMjzBaPv+zc1NUzy8C6AAek8afH19vTFVg8FgLndDmbmQiGZ/gJtEWoLH26I0HClhI2Zfiewhg3bGKsnDsV4qiwC/paWlFqLyvYzxnp+ft8RFx1X4DEZDg730mKpmMWM9jSgDSn9hYaGFJTFZVdXo4gTJS0tL7Zy00WhUR0dHjQGyxsCVqq2km3m4evpYP96i3hxkHTUP7JKTrBJ5uj7+ypCG/9vHqczJhj2TbA1Dk8xE3qsLgtJQ+303NCJfjwzpZ0N/XV5e1t7eXpOnP/mTP2n6bXV1tTXoZLw4HPYHw2N/27fC33pEAeSATpf5yLCHe2FcfMe+dORChu/SqCeYEaLmwDGWKryEaulDh0Uqjc7kcEnE9Dh9YAyZH8SB7PV6zal2JVuDic6fA6LGlIAN02X96QwVpr6ficCcZEfaAEIZluTschQVq5Av7DF9boyOn0mgnQnl1jpDk96dfUxmMvNv0hlwpdPWBUKPXZ9En5uk737sazKZtNNeCSEAYqGrZpTxzs5OO8IBcGFEIFPnbLhub2/r8PCw9vf36w//8A/b4qaCEhMXNqDogBUgCoNwcXHRGI+qauAjBa4LbFxZvbC8vFx7e3tNyIVfdEI2/+kpeq9UOvJBDg8PmzK00SgQidM69mJpMD96Cplbf9sQxm68vV6vbWqfE+7CymC0KIs80R1YQoejSPXjAeY2NjZqMBjMAS8b0gZU+UGxAYz9/sNp4F999VW9efOmTk9P6/j4uE5OTuZKUzFh5jyVQ54077OMY9K0QJwwIdAHRDM+mQeQfZJ4SRSXEN3T9XGX/ZysWYaWMhxIMedeq5o16SNvyVR083bIqN9VzZr+MRocm0wmzTAu3YdN/tWvflWbm5v16tWruaM+yBZnKuVrMpm0I0aqZsxmApf9/f3mjGUYx3tn4n6mB/h55jJNJpPGymIEusxKrkdWMWX1WFYg0aUO2VUoIbRt7wOfAA1wkOxsMiHmgX6nv+i6qmp6LBkbz8ZmCdnf3d3NnWPnc0Dnzs5O7ezstHwm+hFLkw53pjFcX1/XcDisN2/e1Js3b+rw8LCd4ycc7jMcJGv+/v37dmgxwAiQmt+0W4/lEnUZSGP2ne7eeYzh+a7rk2BuJpNJ7e7utsO3/jrun9QjVFk1a/NsohkubIRqg+l02tCvPzbYZDKpr776qtbW1urFixdz9F6GkTzD/bslit34KeoSBanE0ybybyXqEv+qHsIayjspuqr5CgfIntDc389OkfU+kop9D9sh6ZaCVILuO2K4QFhVNfbGOwMtwmfZn4EHwZgrvQRWq+aTJlPR2GyUk/mpqjmP0waxiSgE7wtkGJP8K7QyBXN7+3C+CqYEg5bnoNn8m5ub9cUXX9Tt7W19/fXXNR6PazAYzCn7rEjBGqm0A3qxaUAWBYGdojDNa9LKDNcPxayfrt/9orD9uxsKYcRSUVfNWNwu7U4eUz91Q1vdXJwus8P4M0qj0WiuJw6Wdm1trd69e1c/+9nP6vPPP2/FDBwg3crpPXooQ93d8aazxhienZ213llVM1YUgGC0/K0gwpjNCXlORiDnLcGm72THYGOjM+7u7urk5KStC/CXa8ZmbG9v1/n5eQ2Hw3r27FnLERSWMZZM7O+Gv6pmTE2ybtkCQzoFfdYttOComEf3zoKR3N9kEBPuOao/FxYWWi6k3BwJ4IeHh3V4eNgc4+fPn9fq6mq9ffu2vRs9PZlMWv4lGTQv3j3Zya4MZ0jWO2foytX9/2PXJ8HcULiMyl/HBa1aCBuDd034MrxhwqFTTAZDkyGMxcWHIxhUEKD4CHZX8SwuzrqGVtUc6oWqM8zTVXSZuGqDEgRjS++Q17GwsFDD4bABG/cDtCT0oWyFawAGQkfwr6+vW+dLVLh54m14l8nkIZ9nZ2en0cCUo81gHAk+U3H6+erqau3t7dXOzk6b72Svuh6d8Wc4xnk6AEg3vp99LLp5BcYPvO3v79fe3l4LZ0o23t7eru3t7RbGBGrfvn1bJycn7f12d3cbC5XtB9KjBYITfGbpbK/Xazlf6eHrzpy5P8Da0/XjXMmc0DNV3/ZSq759NlT+PnVFhqO6n8l94TkJgBIQyV+RkC7pk57DaAyHwzo5OWn7wJ80vt43HcY0tAkuEsz5nfOOyF7OSbLQdF4yDd4XoyBsz9HLOcnu8P7udhquetjjb9++nWuoxw6xE3JbOBkHBwd1fn5eR0dHzdH0DPuZ3q+quV5m+ZkEA4Bg1/EAKAHGzLkzVjk/5s5njY8suj+dbP63trZqb2+vheOE/vQ429nZqdXV1VZ88PLly3r37l29f/++vVuuM7sinaMbanoM5Dwm50lIkJ+Uq3zmY9cn47pB2dD8j3kRJGg5vVmGD3qk+Akz4RKfzHCKBUg2SNiiqhqbsry83Iww45NeDVCVuTdyURhDZxUxqhmLNiabPL0nXph35LEAApRE5pgw3oCHZ9okPDVM13A4bKGS3LRizYBB5qFQqhKObUrvub6+3hKNbRLzYGMLP3l/4c0MNZ6fn7ckX2Em48AuJQ2sEk6OlXblksytB3p+MBi098swW9X8WU+7u7s1HA5rZ2enXr58WV9//XVjl9D5Hz58qLW1tQZo5EgIT5IHcimcJRnRmIGjzPvI0luHoMrrebo+7up6kd3cAAYw8xwyJJUG0vfIHGYnQZBnJHDqsjr5bwmt9g2jQHcwitfX1y1UmuEZcp1j5ZW7D/1gHNnCoWp2+vjJyUkzeN4ndXBVzXW1zQpQoOHubtZgr8tg+G6XqTQf5rXffziu5d27d83Rq5qlCdiPxuR5HJzBYFBnZ2eNeU4Go6oaiKLn+v3+XHM/a5oAlT3CWPhZfk6oK+Urc0qF38yJz2YuTgJHx8Fk2E7fIP3BlpeX6x/8g39Qf/Znf1YHBwf1J3/yJ/Wv/tW/mutLp+cNHc/pOz09nWMrgc0MxyUjlT+zfhldMA9d4PzY9cmAGwOHrvOgwI+95Eokk8LDYBiSNeHhYkROT0/bBuQRfPnlly2cgtHQ4vzFixct614OD0HnnQMQ3YonQCTPFAEy0LsXFxc1nU7ngBFWBqtSVQ2kASdCbbx9Y8wuwpPJpFVRUXSqvhh64z49Pa3RaNSADQDBOBunDH1K1nyPRqM5UHN399AqXoxX3g4PkveJ6nRsAQCWVLDx2zA2auYgZJ5XNuYDHhK4mm95B6rNspFW5nBZFwoZkOE1Z3sBDF0C++zITBnlnuCRpXK/v7+v7e3t9rk0ltY2SzWfzpb6cS7GIWUlvW9rRKkni5N5BV3aPZNHM9k4GTh6he7IsI79niEqbCBHQJ8SzOLm5mZrOKo1RJcFyHGR83SWsr2CCxNwe3vbcgo5AvSbeTGOTNL1TKy05ylG4Ei4JwdOCMqe8S7T6bSOj49rOBw2ILK9vd3aPXBQhM08M9kIezKbb9IF7EoCD+sBSGVVZwJXTKzQHtZZSMnaskX0AxkAKhM4AajZmVhaQDdC4N8pU9ajqmo4HNZ4PG7hJvJFVvycnjGfmaeaYfdkauyRBDtslblw5fgeuz4JcDOdTlvSr2ZyEk9PTk7mKK3f55Lpjo6zWTyLd81DYBwZBkZkbW2tnR+1v7/f8iq6yVsYloODg5YnwRheXV21igVAg1HT5M1mrZopC++TzACPHo2qAzFhEGsGOjBFhNG8YwwAsszzSCNMYTsh1ndVn93fPzR4AvhsXoouqWiJb6hf8f883NMl1LWw8NDF+vj4uJaWllr+ju8tLS21EJD8E0zR4eFh81IBSWE151LlCb82l88CfxQH0HJzc9NAWjdvCg3M0zT3Jycn9eWXX9b19XU7c8v3gDSGQexbuMu6UdyZg+VZxka5ZsJjHg2R1RdP18dfXa8y5TjDUMAE4J+ebDIz+dnMFXO/pPC71UvuSU6rHsC3ijrhnaqa63tyeXnZvPClpYcu3nJ1ErzTQVkAAEhlTpoz0oB7TeOm02kDUGQZ+5GgHIuCNU0WJxP/MZ0ZEkkdAIACRW/fvq2jo6O2PplrYm7oUPPt35PJpFWNnp6etuNnGHis7uLiYpsTcwQwuLx7N/xG51l/cpL5RNgXbBPHkeOcV5ctsV7mKS8yJUWBXO/v79fOzk6Nx+P65ptvGrOYzl02aQXw0iblXskx55p7fjKTfp77rPve3euTADdVNWfAr6+vG3hw/lG2kv8PvXgLXcNP0afwPKZMPNdiJXDICce6+OxwOGwhkQynoIAz16OqGquUoYUM1fFeNAvsds60gRm67G2S75kKySasmh36mF5KUsR6szDo2AzNvs7Ozuqbb75pJ5ungpF0bIPJSbm+vq6vv/66dnd32/95ckBgxquXlpZqMBjUcDhstCrlYiMCJ+ZnY2Oj/YwCtYbJfiSjlpUVCwsPpeLmmFI4PDyc82jcj1y4X1W1c3TOzs7q3//7f1/ffPNNY1EoEewbuQRylIsaW3qkFAD2kGK0vuZSvoPxUpJP149zZb5X1QxgZMgqWb3ULUmx5+/yZz77WDgq/857JhOS+58MAb8YD+e/bW5utpJwzAOngQ7MXMF8x6xySR1QNWNMsj9Y6rhkAdKodfNk7I2ce3pM93CA3zz69/39fb19+7Y5OwCWfe++0+m0OTq5T9zbPdfW1uqbb75pjp39x1B3jTcbw4ljT5IN6+bP5LqlvjIf9A5nMfMyu6GvZEby51lZlmG8ZK6clfhv/+2/reFwOJcM73uZvpFrkPvAOnvHnPMugDfWnLvf9fokwE2CDhtNRQzjkXHV/5CTwxOxZ5JZUm/+nbRXUv293kPX2mxC5Z14FDbzxsZG81pUFjFCWU7JaBtTGl6bKvMk0tvLvJaqGQpOJTqdTttzsxPzzc3NXAllCljSrpRWeobD4bD1rjBXYuL63FTNe3NAoD/eMxODramwpMscyNeRj0LhuWdWsDmHCa1LOcvZAdywMsI/5+fnbb4oIp2Ic328183Nzdz5YUk1i28bf4Yo3r17V7/85S/b/AqH2bQS61dWVurk5KSVcevp435JYWfYI0OsvOC7u1kXWnOfuRdP18ddCSYSqNiP3fVydZ2nx37eZXIe+53npwFI45ptCzJXJnULmUkGezQa1cLCQh0cHDSDTIf4Hl2YOTnppafuFjL3ecn89HKCwe44OBQJWLr5KpjinEP3ubu7q+Pj4zo6OmqsDD0KWAEc9mrV7Mwm+irHbo9Jtp1MJrW/v990fQI+diRDlwl2M+zm/c2TdTe3ZAiTBgzm3GR7DkAtmZFuHpN/Az+YZ/czzl/84hf1s5/9bA68+k4erklXZWgqZd3fCWxSHz0m+/ZPl8H5ruuTADcmHZDJXBObkgHu9/tzpbq/C5tDeN3PhD8W5zapgBZjkLFWGwDKJrwLCwsNeCV4uL29reFwONe5F12aTJJn87x16kzEyuATUOEmHkvVrIEcJJ5eD9qUEU0l4fRpnj7GTF8fzzJ+icBQfCqS4XBYvV6veUXoWeAtG1Xp0eJU7GfPntXGxsZcP5kEncaSlLWxVc1yAcytufK8VF5+l3S0n/PqzJd5yg6fFIwNh43DNAJMNzc3dXx8XG/evGmsUMqetUyKniKkKLFL5Li7uX0mQ2p6B2XyJwD3Q8rh6frdL7qDnD5GrycD46KDfCbDH9Yoqxp9n46qmj97qRvSdc8MrwslAwTJCFTNzhzLzrvC8RjIfK7xZBkyXZl7LXM0JpOHpoL2GzYnk4vtgQwj5/fJeAICup2jgy0ejUZ1cnLS7t/v91vOYpacdx2ZDKfTX+kgcBQ1JD09Pa3Xr1/PhcAyZO3Z4/G4jS8Ne+ZRcdwyvOX5CXaqZkUecnEyD8r6ADue65nJAqfe5EDKd3z79m39xV/8RVXNWhVkwUmyhOQgwU06YMni2C/pFOTnuoxnspLfd31S4CYTahlfm4TAyhWomg32+0JW4svT6eyE6aTNlHRLcINaCQ5DTzAIh+RaG8TlfRnhbrgr0TMhxDDwZJItURXDQElqRS2Kl1fVHIvCUKeiqXoQpsFg0LpW2tjyQSaTSZ2dndVoNGronbLj8fDuLi4u2onC1uzy8rLRveYgyxEZcEq7qtqzNjY2qt/v1+npacsVqpopvrOzs8ZqAEKZFIc5cx6UZPCtra2509ixQMnqmJvFxcXW62c6nTaFXDVTUjbz9vb23AZ2LwrUBSAeHR3V6upq7e7utjBX1cwb9G/PzpATZQqIJbikaBgKSpQS7vV6cyeBpyf5dP04V4JRgLpq3lhVzVpSJOPmMwlYUpFnWCnzJjL8kHlxVfOgJnOw0jDr57K4uNi6eBvD+vp6O3+NbG9vbzf97LMcR8/wrrnPvU86k3S94gjvnXkaVfOAqWqWgJrOL/0HCJyenjYdMp3O8jmBlJWVlTm9bc8mS5Lj8hnj8PPUvWdnZ7W3t1dnZ2f1P/6P/2O9fPmy6So5iQCk7vDAY7L1xpNOoXzO+/v71mokcyez0Ss7QmcnU+Mz6QBlmXnVzDnzrtbn7u6ufvnLX7ZmgT//+c/bHE2n05ZvkzotwWgyzt3Qk/VPgNNlnl0JZFPHPnZ9EuCmala9kmcMMYBAiA2T/UbklqjGwZz0er3Wil5SbxqGjBVLakujaOOi9zLv5cOHD3MJZ/kuFpAQZsxZN9o8MC4pV2PO3g3ABY9JFRWBQAUmGMw5qJqdGEzpAHE2hmRmnUT1opAPoq8PgbNZ5cRIQOZ5ieObR9VcGLdE5ZnfcnNz0yo1Dg8PW4tza0d5pQfrmc7AOjs7a++aYG1vb68BrqpquT3mXD4R0JSekWaA5CW98UzuW11drcFg0Chea3V3d9cSNL/44ovWRRlooSApp66i4UElc0NZU0Lmp6qaorQ+jncQRksv8On6cS7KNhnYrnealDznxe+7XmrKVzIzPOVkNtKAMSb0Zr4f/Zc5YVUzwOTfmMJkzLP8uKpaCMdez8Mi7cvcM1itdMQWFhbaGWr39w9VmPakzyT70GW46FfVUFiG4XDYwkQcD/tqeXm5sVbCx2xLl80wt915qKqmF7M/zvv37+vly5e1srJS79+/b9Wd4/G46ZDt7e2277IqmPMhh1KRBx1m/9O3qYNS32RorQvIyCdbm2PnaGf40nem02kdHR3V/f19vXjxovUn857JGiWz7HnmjZylQ1Y1z16mDJE13+2G0n8oavPJgBubBKORybkQZCp/AzUxSl15Il1EnF02U+ghaUDKps9mftkjRa4Mb4Jh8d4mf3t7u6rm45VVsyZ56GHfTcVoo2ZWe/bcSRTe6z004BuNRnV1dVW7u7v17NmzVqqHZpR3Y8N4J+NwXpP8l8z4l68CLPIYB4NBTacPB6lJLM58HfPBi7i4uKjz8/O5pNbchGjkFy9e1LNnz+rw8LDevHnTNo3qAd2RM+5vvq6vr+vo6KhRxXoMpadrjimm6+vrOj09bR7IxsZGAx6AcVU1IJgKID0g51Q5f4aHNh6P2xx/8803rcw9KXvjUxl1e3vbcgjy5OVkOPVMqnrY6HKKGDjzpns0oE7BPOXc/LgXMJKeKcNeNc+q+DtBUIZeAZe8V4KXvA89kCGOZJHSADKi5LgbqgWCtra2mm7Nlgpp8DOPAyARbsn8D45UslRp7MilvLdkeb0jR8kYzRsdqVXG+fl5M+6MtTnZ3t5uDK53SzZUqXSuITDjc5kvaf/Rp3d3d3V0dFR7e3v1+eef19HRUesBlmwxW8DoZ3l3rhPwKA0hi1BEEzLiYLwKQ+jFLMl3JSviswma+v1+67F1cnJSo9Gotra26pe//GWNRqO56jCys7y8XKenp3MhrpTvbmjK2pC7ZGWqZo1tkzRw5ee/6/pkwE3GXi1SCrLFZDAYq0SZPpfJsRm2Ag58LiuOCBL0XzUzZjaxn2djNUaawZZgDG1vbW1V1Xz1BMMlXyPbomNg8jmZQ5Kx4Kr5EkXG0UbP/JYMeyTCBur6/VnXYRtQmGswGNTu7m5jcgg1Adva2qrpdNr6zniWdVEVxENwuX/VjBrOkmtl6cfHx7W4uNj6ygg/3d7etvCgTeq9yQFmzlyRG/Ng3EI31i29C54fBeAdAGW5Scbk8h2ngK+vr7fSUWOuqjbuzGeyH9DTZFosXI+SBNfWmrwo7ze+jNnneVZP18dd5vYx9gUQyVB3V5EnqElvND1n/08GpssIZW6en3tOPi/BTgLsdErsIcAjKzkTZGQlq58D4gAQ44wZJ//m4f7+fu4ASc83Jk5g3t9+oMfMAedW+Pzy8rLW19fr2bNnTb+7bxpHTluGwXItOM4c624oJUOEJycntbq6Wl988UUdHh7W+/fvm+44ODho7yhSkXLCcamapVSko5tn3GW4xtixYxl+dG/ygwHEhAOfyaDd3d21UCU2fGtrqzVFpaOkdZiXXLNkgrphya5MJmDPVI7ufsow598a5oaQJpMheztpVMqfwZSLwnBhZBL9mawuYELldfMubGzfSYUBjZ6fn9fOzk4DEDY+wbRJAZhMfMuwGI8hKdxuKWTVDChIkMNKJH1I8UH3FIDxYZNQnhrgJe3d7/drMBjUZDKp4XBYGxsbrZ+M8WXFAKGXw5P5AYAa9gGNm/RqArNE9JTiwcFBLS0ttRPYzafNA7Qa13Q6bXk4mdyGFiYLQGMqbPOceSqqs8gOJU+ZJ7Xq+ZQe2llCnnft9Xqtlblk6qWlpTo7O2ttA87OzhqwJpepxDOXSeguPX1zDwRlzljmfTxdH38li9hVwPmZ9GCrZns6GR8GPMOqjxmG7j3JZ9f7ze9IUOWEZRgzgTxWIlsoZKg+wTSjzsv278ytsG/0z+H02f90hPems4TI6BV713ykoyQ05rgA77K+vl57e3u1sLDQWCVjEf41diDOvNLNCSax+d41Ga8uCz0ej+vFixe1t7dXv/71r5sTQ78L52dVZ7Llt7e3zVkUGVDwgcmxhikTya5zfji03jX3Pz1mjjHocnlubm7aOVqAjR5B3ndvb6/evn3b1iXPk0rGJcNP/p32tQto8nfJ4PwQa1P1iYAbgzVQlCKKPqlDg+V9J8UJQeaBh1Aq48lgCHFBiEIJUL+N1a16IoxdBsXf8l4IJoYnBSkpuS6LYuNZeAbJ+UBdClIYRN7Q5eVlC2NlAq1x8148dzqdtnwVAETSmNjqyspKa9W/uPjQxI8Rvru7a+fR6Mbc9Xym02k728g6pcfgs+Za9ZONsbW1VZ999lnt7u7OgZNf//rXje5NQ80jur+/r93d3blKBfIg7AkcZIdj7Jp1TPDp+7xaij5Df8ZmjTEq2gTo8QGomR8J5WlAUibIr9wt538BccbJk/R30sO5n9KTfbo+7srcF/u6ar7RWCpuShpbkIAo9WE3DNNlDPI5mf9X9XjyctWMkc49ysBhtO3hBOa5x4wVswPsZH6Oz9njvV6vdnd3azwet1b9HA+FAPSUvUefAeVkl5NhXs3B4uJi/fSnP63PP/+8VQpqX2FMaTAZfPrH3GZoLJ1HF70MkGSIz7xeXl7W3d1d7e7u1n/yn/wnc4UjUgKWl5dbPqLjZjzLvLF75MT6uDLa4Z37/X7TYUCatUoGl45gb5P92d7ervF43NYAq01W5Dqtr6/X7u5uvXv3rs1R5gKSTfPsEiJMdtHYkwVNJ6DrIHzf9UmAG5NtAggJAUjUzwNHmWVWdm5Ym1HbfSW919fXLUQgF2J5eXnu9G6eGMMk0Y1AYxaEQbIUTvhEaEUIanNzsxlR4CqbsNlww+GwhX26SB49mfkxDN5oNGrCp9Ou3BnMQHoiOc/mPUvV5ZGgJwm/nBkAAYukcV8KJ8NaVW2zSIq2hp57dXVVR0dHtbKy0qhb4wfaJOOJAVc95PEAoebFOpu3fr/fPFEgq2oWNmLgPYvyAJqAborA+D0HaNjf32/fv7i4qNvb2zo+Pp6Tv+Fw2OYWA7m1tdWUsCoIXmev12st8hkrIdoPHz60iq2lpaW508+tj14lcnySXet6fU/X738lW5zhz6r5HjVd/QIU2DcZXrdO9lPVTEYzxOWZdKjvkFfvUFVzlaKcP0Ap3zm9fA5VsgBZaKGtBeDNqfKdzPWpqtrZ2Wk6j0GmvzCgQJH9RVblxWRoPO2H4gVs5snJydx8JYNuDrLLe+adeG737LvUn2m0fZdecX/5fC9evPiWrLBh2VFYWw/OtnxRISx7GXsr1y8BsxCg+5MpugD4ubq6quvr63Y+VtUs96vX69XZ2Vn1+/3a39+vd+/e1eXlZStikf6wuLhYx8fHdXp62lIJsk1LAt0EiICWOWG3fQ4Ay58l8P+h65MANwxCVc2hS0rB4qDoIPdUFtiXXq8313yNkbPYNoRJs5GAFZRh1SxEIcnMd4AFxhty976Md7JJPpv5GyqUulUvwhvdkI3nAC/Ly8ttzOk9Ua4UXtWsS7OxCJ95Zz9LupnnIQnZuTNCKuK2lKjwFAYoqd2qaqfNAkxCQ77j/5Lw0qOtekhWnE4fkscl52WZ+f39ffvudPpwdkyv12u09GQyaedeZWw3w3eqt3JOKVzVW+TKO1O4DAHGUYLj5eVlq0BDJzs1fjqdtnJLB4MeHx9/K5nY+2N77u7uGiiyfgCT70rCR99n7hWZeLp+vCtDmwwbkGKPZBg4wxtdr9S9EpxgFH2GYaD4yXPm9dgbPiNEZE/ns5MBT9CU+Wk5ViFVeyV/nx2M/eH8ZA6ky7sztj5XVXOsSAKynEc/Uxzw/v37ZvQTvHknzCu9jkFiUN0vw+7mX5WpNfJ+2ZPG7zikZ2dnNZ0+tI+g++nHzL0z39Yu81aqZnmVdEFGEFJvAWTY5GRsRALIhnVI5zeBUr//0J4DoUC+ptOHfNGsbNZCIMF7zlPKcu6XBEC5TsmoZZ5pAp3vuj4JcJOUOmFwEbakrJRGSxqTcJabIXMVcsPnAY4EnmB20SEFoudKUpNCDcBK1ax0l5HTj2V1dbU2NzebAUxPLA2z9zOeZB6y6V8CHUAEA8XAJxUtvs6QZtJvUshark+n08aqVNVcQp+xGIcOujwt7+39CKY1AJa8rxJlsVxzBqyK/d7e3tZXX331rcQ1cWGJ3O7pXZ1Avr293cBIJtMmM+P31t6aZV4TeTBnGB6gOje5OQK0Kd+qasdFpKd8f/9Qyt5lVpzV43n53pmbgSbG6Jn/yWTSWB3hKHL2FJb6cS7r4GKw6BB/y9nI8JPvJ3Pju1lM4GfkNYFqGpxkZty7auasebc8U44eSYbIOIAOlYRaCmRRR9WsAsceoo/zPTPBGDNjXEAGw6+jNmCUAIedyJAQHSWM0v2OOQBC6HN7q6pagqz1pHcztEMvc3QAkAQ1CT6BEY5vhtHt8YwKYFvu7u5apWPmF1lHciFikA1fu2xJhvGsg3c1ptTJwBNdlIxXPoOMJtuYjVDJZDIuGTbNdA2/Z+89w55JBjSdge+6Phlwk/FhGyYnNlEcQND9TGaVU/KZL2FDVc0W3SYmMBkGSkVRNTvEcGNjowaDQUOoLu/jnSQVJ+q0kSwOFO3+NpI/EniFzYC7bmJvrzc73gH9KuSCsgV4GOBurwpxaUosS+S9fyoGGwD4YLA18uM9UDSSmHu9Xjv9W8iFEk2FtLj4cJCnNetS4S4hwF6v18ozk6WrqhYOxHrlWvgdGbEWWL2soMjP+b6kYxdl7N9V1dYCW+jdzK8xV1XLPchNnoYqSy3NHcNCLihlijU/RxHmOz9dH3elEqergMw0Ro85T76ffyeLkwxP1XzJeN7nuxR+3rubd5IhNO9P7iaTh6KC7e3tFtrFvrqPEEmGTlMXZGNJxtd3vRe5ZFRzz7ryvQGoHJfx+07KOz1r7jIdIKurnAOY1azLy8tzrP/Kykrt7u42HSzUnCxw98JCG1OGBM0XR9H709/J5vT7/XY+XMpbgmZj7+ZVeq+NjY258GKCB2xL1Sys7T4OSRbaJkv0V9qcx5jJlGV7wDskYPG5BDKPsTR/a8JSuckZFUYcWjbxDFvGfmWNAypdSsykMowW34KkQuIVMAJQbzJKwkld78YY8ucMIkOShhrwgtoz7FU16/KY+S05ZwBPUolLSw/dev2OwDHSVbMDOnlRxuSdMwdF8qG8I6GZBBqEUvLhYDCoqmpg4/DwsJ49e9byTrBuWXKdG0MimzyZrAwSlpTYjQ2ywW9vH7o4ZzVWxnWxGECG98jycWuUycfCUpnsR17T+0gDJxxlvcwJ8ENmMSjr6+stX8HPU55ywwO0Kau+B1Dz7KxjguEuc/B0/f5XKuBuqCnDSpkT080/6F484gwpJLuRCt9ad0NQyayk4Uu9594JBqpmPUbyINtkpn0nq3foA8xEhu7t264etKczROrd0ynLcdpDgIvUg8zxy7Cg9zUuuZKpM4WXPTsd5q+++qpevHjRqrqEfjMFgDOa+jbDhgl6PBcbYm3sfaG+DA/mHHqeuSIvbEQyW+YsbVLa0gQnZJYev7i4qNFo1HIdk3zIdUqQw46Q1QTbCZ6TWcp1zc92v9fdHz/knH0S4KZqlpBlkjPTGt2eiFoYIScnN708FsIsb0fYJSk190iPyL1UP4lfoko/fPjQkpXz/ZNyZeAuLi5qMBg0YdKbhXft3boLSLiTeq2a0XmSQymvbqhpYeGhEgjVi03gIXm2MmLvztNQjqwkFAgF+HLzpFLgaZyfn9c333zTDoDc3d1thjfBJCVuE66srNTh4WEDHBQf5QOMZC8FSYp5OrY5pTSm02mj4W1woDJPRE8Gz0GcFLuN7p2s8/39fctBsPkBtJ2dnQZiKVbvYPzYs9Fo1IyPcFeGDZLGJptVM4MD6CbQAmCtqzFn+Pfp+v0vuoTBypy5LuixVxkLct9V5l2PNkF6hp8SwHdDEVUzXUFmOY/CyZnfkQy1d8peYFjzzMHJ1g/kOBmVzBGrmmdjOBLmzdh91x5MQCjMnPbBmKtmJ4Q/di/7I9l/zkDu22S4v/zyy7q4uKjj4+N68eLFHJvR7896g2VVrcafXSPuefa9hOFuB3QhQHsaiJL07B3pKXMJnKajn9GJBFnsJ/bK2okiYGiur69bs1bzR94ypYET7B0SzJEDOszP2IFkaDISkfrR30kkZF7WY9cno92Ee0yABb2/v290mHLayWTSehYAG+mJ8IBvb2/buUxVD8Iur8TiJPIVgpIsNp1O50BB1Qz55s8Ik3e4vLxsNC0WRcVXJvM5X8j5TF2jag4IYFW1zVVVTdjlT2BFdBI2XwlGJpNJ6zHR6z1U4gyHwxZr1j8IIMsYsjWSrArMAT+EVb6OBNmqasc62MiSgoWdbGgJabmRbDhJuZubm01m9F6gDIwbUzEej1vsHNOjOaIN5r47Ozst6ZpS3djYqO3t7RYaTLnEKKYnnDks/i3HCzhWYacFOkUgpAaMmlNrw5B4JpCcidmUA2/W9yh0smRfPV0/zmXdAAiyCIj4WbJ+AG8y18nOpEMBvKQDkYxGFwT5P32VTiCnL8FSGl2gA3A/PDyca2Xg/gsLC02/APiS2O1fz/RczUWzPBzAyj2csltVbf+k82he7IduWItTmFEBLI11Wl9fn0sDMIenp6cNWGCwFJuYm6qa69FjXqUjcMbNbzqgjHT333SVOcu1y2M3Uj6S9TcPHKG0a96L/QIQMC7r6+sNLC8tLdVwOGxjk0/4GFgCXujRDHElaOuyaJm7SK8lsM7oi3u4Eth+1/XJgJtE6FU1l9iJYUikqKMrkCPDnjDYAOnhYAZMsP9nuCeBFYXl82nMPnz40NgYlTM3Nzet5LtqvqcNAJIMUWbmQ6WAQTIcKFPfSSOnjHA6nbZyPuETCmdzc7O9uz/mRnIwJA+0UDrGD5z5rKopxjdjuKurq3VyclJv3ryplZWV+uKLL+qLL76owWDQul1mSIWSlDyXXgKASCYAzwzBUMy8gO3t7aYAgCuGhIwARlXV2BxeZtXslF0MUTIg2QDt9vZ2zvOyjpnv4/1Q1vKs0nOlFDKZTzxe8rpEYLlQaHByJoRnLcg1tlLOhIuSebo+7uqyM6mwq+arRMhtgo1ujkEX6FTVHDvzmMJnxNOgpCecjBGZxt5wpFTZkPeNjY2WALu/v9/yPTIUOx6PG2BJQ1o134HbewgpG1POGccy80zsG/vc+6XONtbs8p0hQOP3bhyTqmpgKUMynI+3b9/W3t5era2t1d/7e3+vnRPFwfZ96yXf0bpWzVciZV5T5vBkbqT7mIdkKtJuZed63zOmnHfzm/qI/stwYjds6D7mnw5O55HsAl7uY4wpf+xNhkW9nz8ZxiSruY8ybAoofd/1SYAbC5AdFzO+S4lT0EmddeN6FEgi9hQQBoM3zKgwOBYcCrYhurFqTEmeiJ3s0f39fTOamQyH/kvBSAHMvgfLy8utq3DVrDldAkA0uI0iVEUZiIund6hfTdWsnDvDKxiUZDmShfGumI5MYOV5QP37+/v1+eefN8UARGndTcgla9/ePhxmt7u7W1Wz7qY2sZAg5cYTyyMUdEF1X14WwGiDYPdsPu+f853ehDwpa4npQtWT01Ru19cPp5lTPJRFsixkHJBJQ9WtLkmF77PWmhwD0anQMuk4vfqn68e5cn8l29nNm0iF3DUCCUp8PkNe3fv6bHq5/rgS8OTnyFLm5WR41L7DRGdDVXLFyOaz7CP7OkF2zo096GdCIpmQmuEkn8keN1U15/Rmtax8uczNZGAzp8WzfM4YVTzu7+/X7u5u7ezstPmyLhyQdPqSEe2GYXLNrQvnNnNZqmY5kOxhhrW6LBsZS+bfZzOEA9TSAxnuy2djdquqsVhsFH2ZwCVDsQlWE6inrCZ7SadzJBPE5Zyljf+un3WvTwLcVM3CQi4L6N+MCmDQ7fpLOficnIRuG2gCkMln6W0APCbXPZPxYKgyXJYhNAvI6Jyfn9fW1lYNBoOWX5N5McJAj1GVKciSq4W8smcGxWJ8BHQ0GrUNmIon82tsLO9cVc0g7+zstLkSpvEZ48zMfIrl+fPnLY8lj4wAYjT9o7Curq5qc3OzlX8TeiXMi4uLcyfeCjsBVuYe06PrpxwcysqcZ56MzcQrxYBhPLrx3Y2NjaYw7+7uWvK298CoUaQJSHgc5hO41PTPPFbNAL77m+9kMPMyTxR+enVVM88u2bGn68e/KGUGjBFIRifBRoJZf3LtMrzVdYjcLw1UgqpkJLrebibpe043BaCq6uTkpA4ODlqH8McMWz6nqpqOSCcuARoZTyarC/5SX9tT7geQ2XOAfo6lasbMTCaTlg7AsU0mxZzbQ3SAEP94PJ77XhYz2Juez45ZJ3oJI2Rt6IpMRHa/dIYSNCdj59/WeXV1tekzDlOuFdary4rk//2bnaKf6U4y47ucqu5cuhfwloxQMlDWMz/v+iEQ/7cC3FgIgnR2djZHTSUlC31mv5NMWrP5kurKShGszeLi4ly/hhQE7E5utEzctFjv37+v58+fN2CB8pc7tLq6Wtvb2/XVV1/V1dVVffbZZ1VV31JOuUnS8PKusrIq6T25KkkH2ziOExDa8c7dqgTzRaCrZgnJ6f3btOmp8V4oLsdNYLVUAMkhyfOcCG2GThYWFlpsN+caeOr2aqAgLy4uajwe1+LiYmOYKA/sB4CSoU/3F3uvmjErgIefUR4JntMryrXxOeuflLNnoqKn02lrcW4dvKPvZLjC/LmncUq6p5QS+AtB+HnG5J+uj78Yxvx/ep4UOcPYBTvdPJkEOAl28/6Mfoa2quadQvs2AZFnyQNL8KsvlFD13d1dvX79un7+85/X6elp/eEf/mGdnJw0p1EOhw7hjL7Kqq5Oyd5ixp15INlrpzt3+X/yn/fIEIw5ch+gI4+MSZbLPgJSXHSleaM/M2E3mQfz3026zfYj+XeGnrpG3piT6eqGmdiJzOOUHJysbFeGyFkyS1059X15lxgfAGo6nfVCY6dSr6bOAnASvHTXoAvUcm/kuifY+1sBbtBr2Sqex27DTKfTFnogCEmdWli/A2gyrGNCr6+va3t7ey6kRFAykTPpMe/B2AphySHxOZ7M3d1dHR0d1fn5efO205uymWwExt07JNru9XoN/WMgssW/e3c3B0MtlwcgQjFnA0Q9aHgSKnUSZesTA0BgnShUiqqqGriaTCYt54fCrJrfSFglIIQHCUjlCdk2njh8ekaOVzg7O2uJ4NamqubmCwDp9/uNMcJsKXu3dsJZZKibpJkVdOn5YKv6/f5cTliGzM7Pz+vo6GguURS4nk4fcqLIAwCFQer1Hqr57A3AhVzlnAqfCdnlmJ6uj7voB2vIEKYxSgVeNV+qnGAmjbj9l99Pw8PoJkBx72QSuqEBP5tMJi3xPFkRzqPuswm2t7e3m1NjjJubm01uvZtxeQ5jn/fLPeV96eeqmjPI5seY6YBko/yddsFz6E5rJFfS/zliubcd7SKnSLTAHu6CCTYkowIJ1MxXd0x+573MWTpQQJ959n2sPH3tXTwzWTNjVQiCIbIuCUqyolIfL2HDqlnIzfOSXUrHLOU0mZ2U8/xc1Xxj1XynlJEfAjZVnwi4qZrFFsVJCaL8k6pqStr/eQ0OEnT6MWTJeGRGt4nNZDaCmVQwgSLsiYYZ8PTwsQ4ETfm5IwPev39f+/v7tb29XdfX162MF/MC4CTi583zeiw6wUhAlMmyKFCKisdBsQirdJkdJYxKFHd2dtqzt7a2GruBXnVStzDZ9vZ285CeP39eo9GoLi4uqqrq5cuXjXmjTDK51vpYC+Er5y1laNABncqmbQBzCdB4RirBnZ2dudyWZOf0TDo9Pf1WLoH7WF9ycnl52UJ4u7u7bYyqrsyle1N+Kh8kNi8vPxyoZ5w8wExmJm++C1xaP+sgEZTScR/vjJnLyq6n6/e/Uumm0U7PNf9fNZ9L9hibSD91ww9J86ch8pxuknn+vMtq0w+cAOyqe9pTejxhpzlHt7e3zXsH7jKXgjORuXL2e+aFZFgkk+EzJOW9hc2S/ZlMZseSJEuACZ9MJq3KczKZzHU+tl9VN93fzwownE81nU7r4OCg6Sv637jOz8/bPlxYWGjJt5lkbc0zvOz9E4ikEywkZJ4S3Po9gOV79Av9nwxJsszJEmN+6V0Odq/3cLYUJ4pMOJNRjmeyxd4hwQjZzXEmg11Vc0AmmRnjI0cJklJ3P3Z9EuCGd5zJqRIjczPKeyAkgIVNlSxChpYyFMLQY4gombu7u9b3gecrdMAwQbtVs0zy29uHk2sHg8G3jkjIUAgkTKFZoFR+2A4bl/FL8IKRIqQ2ko2PmQCsGEVK4bH8lOl0Wnt7e21us9qo/v/t/WuMZdl13wmuE698xDsiMyuzsp4sPiRK1IgELVqmIcnTRnusGYxkeKZtYAATDQH6MjPo+TCYUaO/tID50gPMdLeBsQG51QNa8Fgt2BZE0622KImyIViUmiVSJItFst5VmZWviIxHRmRmvO6ZDxH/fX/3H+vciGJkVWaW9gICce+55+y99uPs9d//tfbe0Q9iY71w5ZLqQbEeesFHRkbi/Pnzsb29XQKMe71eWWW2trYWGxsbpS40Q9CsSa5K1Zf6CE8NF8MhMBDRX1ItVkyzLIEyzdgi+nvnqG3YPqoPGRetiFO7iME6e/Zs7OzsFLAn8KC85G5tmv4KFK4sUJtpxRj935phaqDSICDWkfEaag/GZJH2JXBkuao8GOHgrT7NNqMLibNjBng6M8MxgrNYd6HoM4GQ/tPFpTGJbhCxFjIiYgE0xjXN/iG36+vrcf78+TI5odFWmUdGRkrAP10e6tcCBmIZI/qHR+qd0NjGyQnjUWgUI/qTD+kgwxvR3w9KYzfrUM/qT2OeDP3W1lZcvHgxNjY24tatW7GwsFAm2BybGbuksUagRGMBJyNiTlR3LBPTUBvTDS7gJiAmAkBjs/qLds8XwBsbGytAjfGeGs+1cESss8ade/fuxfz8fBlnNSZpyw4Ca4ES9ld3GbLfuouW4I/Ml8ATA46dCc3kkeCl27Yty4DVafgyswNyMFBnYXCZ4l7UqJxVaXCn/0+GRJ1fMxyeecIXjDSiXlaBBrkItCdK27YF8YrFkIHk0QYCDkpX+d69e7ecyE3qmrM95a8XQGXXYKkgXA1YeuloJMUA8YwV6aAXRgOVlr3r9F91OumigYP78mxtbcXq6mqpUw1UHsckelR757Cd5VojmNKLKT2VHv3R6jcCGqSde71emZVKLz1DI6GNDhUbIxelXmb1Q/VfMVekvjVgckDgmV1yuXrsFN0OAms+QxeA5eyH/ZSMn+pDs9MqD0a83gUqOAt1FxWZFY53TJNp6TcB9owpovsmYvAcIE9Hz6uPTU5OHvpdjMjGxkZhKCS6jwG/6p+MURHTqGt0lahuOAtnfXg+mjzRJqicKovcL6Ojo4X1VbkUDyhjrTykOycHjMfTuyp3rya+EYc3PdT7zeBr1SfHJI0ZZC/0n64uXdeY5m1MsMa60NilMVtxkLK1HgKh/jszMxPnz59P+5B0pleDY5K7nbxPc2xTm/q9PiHje6P+oXofJo8EuOHMRjNqrcrRIK7/ul8zebEqMpx6kbiLpF42ASAaVqJhzQxIedEnrrRk4NR51Nl1vwx9RH+7b22WJ+QfEaUMakgBHc6YZDDFxigoj9Ql/bgytL1eL86dO1fiapSfyqFOOTY2VuKSxKIwkFlonhSmBhilJ9ZB5dU1giZ9johy8q9AYUQMMEscLPUic7CkT1uUuupRJ5k780RQJMAlcCadBYqUtgKCBXx5qJ5mO2LAdA7N+Pj4gPtRg6jSU6yP0uCLrHdAgJHbAai+xZgJIGuQVb9q2/6GjzScKqP6Ft+BKg9ONMir3zodT8Dj4MU/k5kh60JA48CGerDtI+KQQaSI9RazS7CsWIvV1dUBcOATIoEOlZlgRGMbxy7pzr5IlxoDd1lWnpdGRkyTLBpq1klEP/xB+ouV1juoMWBsbCwuXbpU6vzixYsD4QEEaru7++fyyQUf0XfTqcyqc7U5WSi2ISevdLmT5VV7qt7kqpZbXsBOK0bFxqhN1D9Uj+qrGkefeeaZshuzxjVNonjQKmN7XNj/+A7wP8dalpHPOADmu3QUc/NIuKXUSWdnZ0tDadWMBmi5VrScWAZYHZr+Qg4sPjsSC6MXVi4OGXK6efTCMLaGwaDcY+HevXsxOztbXBnz8/OH3AUbGxuxvLwc8/PzxbfNjZ/ECAi0nD59OlZWVsqgwyWGYqLkA15dXR3YO0YzAw4y8iEz1kJgSkuxOTPRQN3r9WJtbS1mZ2djfn4+RkdHB1wfOqJgYWEh9vb2l5+fPXu2uGO4aZd8uSMjI2WHXu3ULNChdMWgadBUfECv1ytLMyOi0Lw6xVsGXMCVgFAvqwYJ1YXAlOpTfUV56GRu1YeCmyOiDPgjIyMxPT0d586di1deeSXW1taK33xjYyPOnTsXk5OT5UgKvpw6qVxtpn6nOCfN5Bg8zgHwzJkzsb6+HhFR4s7owqDBUd/QqpcqD0Y4Y1VMSsQgAOGArmf4LI0CXRP6nYYyYjBmg+mS6qfruwtEcZYsYKG4N/XhW7duxYULFwZ2hde7JtbW3RMqs1gDGWb1R7LqMnAao/XOk3HU2CAAozFf47LAlgAV3bZ0Eeq7wINYeHkNNDnRO8961n5sWhXLMZzjbkT/qBsCOJ8Iq+ycvGvsoksuor+ylxM3ufO5ylWiSSXPAGPQsuxq27axtrYW8/Pz8dRTT8V3vvOd0o81kTp37lycPn26hBOorOpHZOK7WEdnNwn4HKgzXucoIJPJI8Hc8CXTrL5pmpieni5HFgjpyk2jhlQHUBracI7b3AvRqjF7vf2YDu00q5Uyt2/fLp1RjcbNn7hfQUSfPozoI/UnnngipqenByhLgZX79++XIFj6X+fm5gZ2vYzoL0M8e/ZseUnlqtHGcPJBKl6I23bv7OwfQ3H+/PlyNsja2lqpJ4E4vUQ690n5zs3Nle860mFnZ6cYUPl15R5S0KrQvvbu0fNzc3Nlt0+BFvrZNSDITSZQpLqTq0rsiYKNNXvUbEf1zhih06dPlzrY2NgoA6BAmQZMUrU3b94sLxipZr60qg+tzhIzNzMzE2tra2W/HQ3OGhB1fIQGGi4JFZAmxSvqWHWnOiPY4qwsIsozDGbWIKzBljERVX54yeh0LiOmcfOJl9pZQleAuyY0c6ehUP4R/Q05yQaoz5JV0bNkmWTIL1++HKOjo2WcUvoTExOxsrJSQLn6EWPdlJ7YXjIvGmc1OWGgrNghvbMC5gLzYnM1oY0YXD7fNM0A6Fd+EVGYb71/Yks0iYzoL7OmEVX96D3XfTLge3t7ZW8ynSaufLgtg8YNjbNnz54t9orMjuyS+okA19jYWBkT2Uf0J900QZWNkr3SBIgnnmtsVfzi2tparK+vx82bN2N+fj4uXrwYb7/9dlkppombhIsjyJT5Z4Jrsf/6rPpmX/XAeumuvka2jIxklzwSzE1E/5h2NrqMDakpDejqeIpDIIUXEcVP6r5IpSkDRz+mDOe9e/dKY2hZJAOq9GJyM7vd3d2yaoYrgXjswf3792NpaSmmp6dLcJoAm5C3BhIZcG68Jl30YkrHXq83sD/F7du3S3k1OGqJu2I/9JLt7e2vDlDQL5kxulM0MERELC8vx+zsbBnwzp07V3Yr3tvbK3sjrK6uDswA1V4y7s6WqLPyJZA+Co7WwCd2Re2nOlP/iRg8nV1MmFx9IyP7q4q0mo2sEmdWouC1v4PanL5gBSFOT0/HxYsX4+bNm/GNb3wjIvq7Smv2e+3atbhy5cpA8J90JruoAU9uJ7WbrguwC9TeuXOnHEXCGbUGGs521dfOnDlT9nqq8sOLZst0IUQMro7ioK02J6PMe9Rm7rZkMCZjzDhzdlcYx0V3WzGvtt3fb0nvo1ZCicmVYb9161YsLi4WppH7jWksEiBhrBcnUxzP9axAm3RhGfg+sk+rzsjgymg626W6nJycLGMzQdne3l55xyP6Y7sYexpT6SZjq3rQhp1aaaV3i5NWjVWZe1GBwdrxmMBF477iNmnXBAo5EdO4qwmk3FPj4+NlVaraUOPaxsZGPPHEE3H9+vV45513BiZ9ZJbFkql9yRbpmib7dHuxz7NfOsuTuW814VNdktnpkkcC3OiF0MvJjqRBn+hX9xHoqAMqpmZzc3NgiZxTn4zJOXXqVDHwamz6NhkLo04ol5IC7ra3twu4IXBQejJuYl0mJyfLvjLKh0hUsx/GBmlGSCCkmUnTNGW2HhEFkIkRkXEU66WIf+XBsnELdtWnwIMM5dbWVhkMRE8Kka+vr8fW1lZhmkRhcjdR0aWqazE+orDHxsZidna21LNWB3GPIc5wdB8Hm729/eMj3KVHNm96erq49ThoLS4ulhUBmvkoGFyrydQ/lfaFCxdiamoqvva1r8XNmzfL0ngO4ApKJlU+OTlZWEQNHALyqmft3Mw4IbWdBhEOMOo/ZAp8ZlVjbh6c0Ch7exC8sA3oYuJATTCiZ7wdOfkgEOAMm0aD/5UnmZyIKDFkGjMZw6J+ubm5GW+//XY8//zzMT4+uM9XRH/Lfz2nfnrmzJkBl7/GdLlfOUkVS6/n6UJjPckGMF89yzJqHIsYPNaHrhlNajWp5kGSXJkkIx8RBfjp0OOIffcyy6wwBemeLXwgeCOLpjrhe6xxn+XTmClgpnoVa64+SRe06k4r5XZ2duLy5cvx7LPPxh/+4R/G7du3Y35+PpaWlkpZVldXy/iqfLyPEozTdjnJoAmdg24HOGx7TegJmofJI+GWcp8aXxAxKtqbRSyLjLmCKmUoFKMh2pA7swoECeny5ZNhFP1Jt4aWqJNaVgWLddGAow7JF0tUbNPsBxovLy/HtWvXSroR/d0q1bm1Zw8Bn/TXS6VBkehb90T0XVt6MSP6G+Kxc2mZpoKT2aG08kvUpIKhNQCorBsbG6UtVHZ1btG0KpNeVG1EODExEbOzs2WHYzIUGqwELKS7DLv6h54RWBIDJree3HT6rPYVgCCDo5dZy1/pOqA7kbTq/Px8/MiP/Eisrq7GX/zFX8SpU6eKu1MB26urq8U/rucVBMwl5CqfKGaxSlxtprxnZ2cLYFNcleqIqzY062Ld/DB+7CpHC93sBBtqW85iOU5woCfrEJEDFLqbeB/d5RGD7iulL0AhI6ExmDopVkOTlLbdP5x1aWkprl69GhH9s4YIbjQ2ychubm4OrD6VjmIGIgYNoJhpBkJLf7InETFwYKPGQ5VBz/oKL7pt9M5rnNGYtbOzE0tLS4dcMnTF0MsgVlnlYewnJxG+3QcntOoTTENjj1h3LUpQOSP6gcWMH4zou9FkK7XXFRk39YOJiYn4uZ/7uVhbW4tvfetbERHlIOXJycmBQGr1I5WR/Y7AluUigyPdaNf0rOyk92vGnjGfYfJIgJuIPjU4MjIyUPEqqL6LfnP/m5iBiH0Dzg3hZNz9wDQZQy3bJirk/il0lzi1pg6kjsVNpgRqNCMggFhZWYn19fVidBQIqxdYYEpgTMaNQIOdTKCCAXjqSGSnVEf0zwtE0M3DzhkRA1S1VgWwLUgJi43SC3XmzJmYnZ0dCHhjhxdYoIuJ1C1dh6pv6SDdNQA0zX5g+uzs7KG+pQFseno6Tp06FbOzszE1NVUAh4Ka5QrTqjgNNhpcNMMVWIiIuHz5cszPz8fLL78cy8vLMT09XfRW0KGW9pNeVUxORH8H5YjBmSVnRQLcCtjmRloCqhxo1C+1+lA7EyvmqcrJhaBBQrcPZ6GcmcoNr+sM/HaQQmPN+IYsT04WHSBIZHRppPRZkx4uAxdzevr06ZicnIy33norVldXBxZleAgBy8/tPQTmBUY4rpLp5DYUnKBq7OCzEf1JMSdm0mVzc3MA/BBcSCcBMNUhXS8aWyL6q7XUNrInErWb9KAxFrutsUF6q841DmkiyUmV7heQEptO3TSpUdkY0MzYVOUnV9onPvGJ+PjHPx5//ud/HtevX49Tp06VMIWxsbEBF5szJ2pXAjr2efZXspCy4ewvqi++BxlLQ49Hlzwy4EYGQ+yLDK92zVVwkzZBU6XMzc2V7bEJdNRw6oicLZEaFLJXzEzbtiW9qampYui0xbjcJ35CrkCLlktyF0ulL+CxsLAQd+/ejaWlpYjon83BWYNm3QI1jIWRwZSuOr9JfmN1XHVush5iXgSS9JJqWT0HXS4z13+heV3TzE0MCIO0+SLJnzw9PV0OzRTNSyZMunIgHBkZKcBM/nwBIA1cvvT/zp07haUaGRkpgEauSx03oT0gSL2Pj4/H8vJyYcQi9gcUpSGKV3vWPPnkk/EjP/Ij8fLLL8ef/MmfDLhCtWHhzs5OcUepfUQHi1ZWm8s/7qu6NBiof2hXbrJxKp/ANCcISkPgnQHIVU4mZE44YDvj4kCHYxP7PMEJjUk2W9W7LtCsQd9nuIxvoM4EFXI7aCIhd6jetd3d3Xj22WfjzJkz8e6778bc3FxhryP6K4nE1mjiQfc093ISk0jjF9EfW/S8rvFeTViUpiYbqi9uqqr/3NeK7pOm2Y/HEdBgUDC9BdqawbfIYHs2zeEAZ9W/hKwHAQmDjNUnJJqQZgCYLml9lltK47MmhpqgRUSxVX/jb/yN+Pa3vx1/9Ed/VGLxer1eLCwsDLDaBK0Ugm0HJxpD6W7KAI+Pb952fG+cnczkkQE3alDtWxLR36FXDIrO+lGhGMEvlwhnOgJBeilk/AV81NFVaQsLCyXuZnx8vBhIHg7HQGciYrEsTbMfPKfVWDLE6gzyW8qwyliSCtb5LRH9E6g5UJ4+fTrm5+ej1+vF7du3ywuhl10Hj6oup6en4+7du7G6ujqwSkzR8zdu3IgrV66UWZvAieKI1Nm0+ufy5cuxt7dX6kezopGR/jlRojNPnToV6+vrsbS0VE63FlhVW+mljYjCnAgsiepVu9CYX7hwobgNuS+MBne5oebn52NsbKz0k4iIxcXF4voRcN3d3S2B0hFRwLTcR6orxQRNTk7G7OxsPPXUU/H222/Hv/k3/6aAuFu3bhWgrv4gcLu9vR1zc3OlTwu86IVXWQU+I/ozSbW/tjLQknyVW3ECGjAYj8T4ILGYVU4uBCOcndPVo880WATjETFgaAlU9J1GQeMZg46VP3+XweEmpXSrcFwR6FAf1ruoycLCwkLcvn27HLlw48aNmJ6ejrm5uWjbtvQ9hQIoHTGgdDEI5GtsV35N0xSWWOM54/JUr1w1pgkKV5bRtU0GW2O1Jo0ymmQdaHg1hjbNfgjCnTt3YmVlJVZWVsp4LR3lPZArmEyc9BVoY5vQM0D7p3b3lY0CWXJPqa8wFmZsrL+NhGRvb2/gHDD9/ezP/mxcvXo1/tE/+kdlk7/79+/HwsJCcfuRPadriUw9gRjBjgAo+70zjxrfHJBrbGO/pvt2mDwSUze5biKikyrX7ysrK+XacfboIMrTgH/q1KnY2NgoTIBiP3jiKVdIsZEEYPQSc4WXOi9dSk3TlMMPNeO/fft2TE9PF8N27ty5ssQ6IspLxYEnIsrz3MdE4IqzFXYABdVqZjIyMlLAg5iUiBgYLHq9XqEhFTtCalnsjwYlvdAyyIwf2dzcjDNnzsTc3FwZtCL6gX10ATGYNiIKUBLI0UxKRn5lZaWATi2zVlvJqJBS1UoJuWXu3LlTqF8N5AJJelkV2Ke61sCsAea5556L8fHx+OpXvxo3btwoA5IAlepSK7HUD9q2LS47bTzIeCrNplU3vvWB0hVg0r3qgxrsVA86BuLu3bvFiHB5aZUfXjTGMK7AZ6S8R884UGGMAcEAmaDMSOg3vr9k7PTeaTyR8XcmiPtBadHE6dOnY2pqKjY3N2NsbH9PleXl5bLfycrKSgE9PJZAB9hq00mNE5rUqOwCTyqDmEcZdL0rBPcRMfA+qJ7JmKoMjDFjmQVAmQYXkdC1RDCittPiEDL6YkdVd3S7aFJBm8XdyzWOye7IZSgGVyw6V0qRrVPcIRcSqM5IBshLoPH0U5/6VJw6dSq++MUvFs8Fg6QFUNk+jGtSHmQh2V8ZA+msJPs++7H6IF2qejZjQ7vkkQA376fIZywR+0J6i64RuawURR4RpbPqT7MlrRpSgyieQrSs3AN6idRJdNBnxL6B1socMQm93v4W2Ar8itgHVtPT0+WlVWyPWA11BiF2xZHIwI+ODu6TE9EHlW3bxtzcXJlt+UxJHVKuIVGbXI6tWQuXfIqlWlhYiImJiYGDTfWs9p0hI6eXlsHS9LdrsFEbMUarbdsCijSoKchcA4ZiU1QHYtLIpGhPDjFrqjP1j7ZtC4D5kz/5k7h69WqcP38+bt++XeJ51tfXY2NjowA+taPOkJKIURT1TwBF9oUuQB1eNzk5WdgbBuGpPjXgaZUehTpU+eGFAMbpehluzkTJ3vB3xvfxGY49dF25QaDbiW4t10F6uPuMrn0ZazHXcnGfOXMm1tbWyqG6b7zxRszNzZV3UOfzzczMDLDkGiNk3DUxFBDXpEOfBXIkchk5y0IQQJDooILllmHXeMM6Uxsqrm9nZycWFxdLfpowcPUVjT8BB8GmdFNdk03ib2orje0EuQyl0LMRUeJLZZs0KROgVP/Q+KZVUpcvX46JiYn40pe+VECqVvKOje2veiXQlV7uBnXQwn7EZ1XXckfSrZQB9q6gY7q2hsmx3VJN04w2TfONpmm+fPD9+aZp/rRpmlebpvkfmqaZOLh+6uD7qwe/P3fcPD4I2dnZKQZdnUOrqhjwqwh0rWhShWuGTaMoI6KZhSpfVJ6WUovF0Z4COzs7cf369bhx40YxTEpPzJAaneibBl4gi5tWCXBxOffc3FzZLFAxJwoyVvCrNnrr9XrFpRQRJYBVB9ApZkbuFulFqlPBs+qQiqlSWUiPc5MsrTgTCOMshbEzGlS4B4/qV6yWmCOtPhN7pfItLCyU/DQo010n6lcvsgacsbGxskX517/+9bh//378zM/8TCmrZj1yEUb06dX5+flC9WoAYtkFEiP6u9wK4GoWLEOgpfLqN2pTneyufNbW1h78i/SYyfs9fjHmxkGHgxQHOKTb+RzT5j2eLtPKBnzlyXudLXF9NG5pIzixMvPz8zE1NVXA9a1bt2J5eXlgGwOx1wIjZLXE8tKoR8QAS86yayGIYuTOnDlTPsttTFZEz3Ni5/WiiZDGDMasKM9erzdw4rnGVN4rdxQZMtkBgUGlxzFKOmqipAmIwIkmyAJZcm+LZeLzXCCiiZgmY5zEa1zQHmNPPPFE/OiP/mj8+3//76PX68Uv/uIvFjslT4PGRI29ZE/Ud1Q/7JNkZqSr+rxsoq8qVn2yH3t/oPvLvRqZvJeYm/8sIl7G9/8qIv7rtm0/GhErEfFLB9d/KSJWDq7/1wf3PXKi3YLlO93b2z/UkIG2mk3pd67bV2MJKcudpg4ase9Ku3XrVtmu+u7duyU2SLTm2tparK6uFqaBK5hE8arjcqBR52cg7+nTpwsDIUM+NTVVBgR1Up0DxVmCB0ZrIBFAEpAQ2yNjTQpUIEGuIOmu8iovuQE1AGgQ1CZ0YrXUwQVOVOb79++XFVGi3Kmf6GIxPqon0euMuZqZmYmFhYVYWVkZ2GxPlLwGFQ3e9+7di8XFxXj66afj1VdfjaWlpfjoRz8ab775Zly7di3OnTsXW1tbZcdP1Z0GPS2718Cl2XBElCXxagfRwwLjHBh4SKvqf3Nzs5RDg1KVIu/b+OU0udoqoh+Iz99kDGks+IwMRGYYHAjpfo9nobF2Kl8TMzdUBF/MU2ys+q0Muf5fuXKlXG/bfbe1gok5O+dqJJWFq4bIUMlFMz09XWLnNDZpjJSBP3PmTNk3jOXUuCGwQGAgAOSLQ/SOLi0tFZaG5dD4qQmH6k9jkOJtVM++hUhEf18jlZVBzKp3AiHlLTadcaXu5iFjo/rVZFMu7oiIn/qpn4qXX345Xnvttfj85z8fr732Wuzu7sbU1FSJ45QrUuVUe7Otla/0IBBnv+f7wDZQOchekfFifI0ze7reJccCN03TPBUR/+uI+O8OvjcR8b+MiH9xcMsXI+IXDz7/wsH3OPj9P2qOglgPSVRRimlomv7utQqKZUfV7F0drG37x0XIUOml4rkk8sPq/hs3bpRdhCcnJ+PKlSvx+uuvl+2wFecRMTh7l6HX3ibsBDKgo6OjZUYzPz8fly5dioWFhQEAIoM6Ozsbc3NzBfFr59Gm2Q+Kvn37dnGTaaC4cOFCLC4uFpfQ9PR02TlzeXk51tfX49VXX43d3f0jIV599dWy0+nY2FihqzWg6GgGvZizs7MlaE8MVdu2pczyAWvAGh8fj5mZmTLLoAtIs0vVkQYanQmjmJfbt2/H9vZ2zM7OlrrWOWcR+zPClZWVAWD06quvxssvvxznz5+Pd955J77xjW/E5cuXBwIWNZPU1gQCvtywUG2qeAfponx1L+Mo1EfpQ799+3aJW6oyKO/3+EVXkYTBllnsjOlXPtPlwJk743MIivSdK00Y+yDjqOdlVLpAUEQMxIooHcWBaFGCVjWOjIzEW2+9Fa+++upAnIQYaIEAARP2T407BAZcJatVSWKbaeg1YVMaSo9B1twIT/XFGDv9pndW7pw333yzHF1z5cqVkk574PJWuRV8K0BCoy49GEPIzwJl1J/AV/2CcaAMmlbbKIZJrI4+z8zMDPQ7jX137tyJ5557Ll5//fX46le/Gp/85Cfja1/7Wnzzm98sk0UCK030NHbJphHEOKhn3ySIdjeUT75kxzwmh/2ZwdsPBNxExH8TEf+3iNB0YTEiVtu21e5EVyLi8sHnyxHxzkEBdiNi7eD+AWma5pebpvl60zRfP6YO75u0bRvLy8tljxCtZtFMQC6DiCj0oRpvbGysvLh6ufUSOgDSC7e4uFiW2C0tLcXGxka89dZbsbS0VNgJ6TI1NVVYnLNnz8bIyEisr6/H3t5ecbnMzMyU/HUvX8iIKIGBCu7VcmOiYrFWWiElv/rIyP55SVNTU+UcpbNnz8a9e/fKtv+9Xi+mp6fLEmUZ5qeffrqwVBH9oEUBC63KEuMjoEjELmCgAZbLwbX/hsDd/fv3SwyAXFZnz54tjIoGt9XV1VJvGqwERri/xJkzZ0rZx8fH48KFC3H+/Pm4evVqWbn1ve99r9T/yspKrK2txfLy8sCLLmpZM7+9vb3iptKeFdwCQEbtzp07pT64vH1tba2AIs4Kq6Ty38T7PH5x9kpWRcyEz3Z91qvPdG/RDcI4BhkygicyAHp3OMNnPtJT/8kkSWfdJ6OmSYMOjJUrW+PUK6+8Eq+//noB89JR46MMtcY3GWvG68kNrnOQNIZGRNFBxk3AT2NqxD6g5AohAjhNhsTGMCZpc3MzZmZmCjPy/PPPx40bN+LatWsxPz8ft2/fLi6S7e3tsnJSuojZVX1qHFWbiaEWcJicnCx/s7OzpV7UVzSRJcOkyajKrj4idxfbVpMhrZ5U/d65cycuXboUP/7jPx4vvfRSKf+3vvWt2NjYiLGxsbh161Y0TVPGGncfyQ5yjNafu2YJcDQ+s9/5BL2L/YnoM6C6V+kNkyPBTdM0/5uIuNm27YtH3ftepG3bX2vb9rNt2372QaZ7EhEQkQtHFKhiGmRg1UiKxdFAQlSu2ZTowc3NzTLzj4iyUkeDxalTp8pp0WRE5BbRjGdhYaG82DLC+k0BzFxOKFGskdLTBlBC/vq+uLgYly5dKmnL0PKFjYgSsKxyaoCcnJwswOn+/fuxsrISo6OjsbCwUDaMihjcfO/evXuxtrZWwOHYWH+Z9RNPPDEAQqS7XH8aHElja5aiwUFnXclVNzo6GhcvXozz588XF+SZM2dibGx/3x2d6C7Q2h7ECnz605+OL3zhC3H69On41re+FW3bxs2bN8uJ6cqD+wep7/AATR3TofpngPbp06dLnJdoYOktRkqHct66det9fiMef/mgxi/1R8ZhMPZD74lmnIwfILjgbNvdSXRl8VkGypOdkWg27HE3StupfzEAGtM03ghYy3hqpWXE/thz5cqVsjpSCwcYR9br9Y8PUPk1EdPkR2CB8TJKI2LQtUWX3/T0dHFPaezUwhCN1VqSromIAIqMpICCWGCNI3LP0G2nFWE8RFnjk+pYunFhimKFyNoozEDvt+IDuRCFq54YRqAxk8yWYhLl7o7YB4yf+9zn4ld/9VcLoJmeno7vfve7ERGFpVJMn/qLb75IkEJXKOMoJeyLZHnYD3mf90f2S7Jfet/YxzM5zmqpz0fE/7Zpmp+PiNMRMRMR/21EzDVNM3Ywu3kqIq4e3H81Ip6OiCtN04xFxGxELB8jn0dC9vb2ypb76jht25ZDKTVA6YXgAXGk8eT+kWhA2dnZKQFyETEwO9/b24vr168XIMAVOtJHhljLA+/f3z8d+9SpUwWla8CTYZRe3IBKAXJaoi13S0QMxLiIWSGQUydUbI2MLzfE04olvRzqjFyRRDpYA/CdO3cGlkTq5ZCOGsQ4GIu9EQDQAYAq35kzZ2JpaanMkLRs/Pr167G+vh7nz58voJMDAnfx/cQnPhF/82/+zXj77bfjN37jN4q7aGlpqQBJubrkHlS5COpUzzIAcodpZqzBWKtJBK4525QhrXIs+UDGL7136usRcWhAd7qeA7p+4+omMsFqf86EBXjI5nBWL1Ai8TgdGi2+17pXIEMgW6yMJlGK/9PYsrm5Gd/73vfir/yVv1KWLXNxhAygGFqOkRqjNJ4S6MuICQxw6bDGOjGuXAmqFaWqV3eLuGuEK4C0CnF7e7ssANF7yRgkuc25gSA3mY3oH5cyOztbJn4y0mpHropVvJwmnUyLsTS6X2BNfUATX+k1Pj4e58+fj7/39/5evPXWW/Frv/Zrxb127969mJmZKWfraSUmXaECohLVkTM37jJVOzg7qfpnP+R33ePuPk7kj8NUH8nctG37n7dt+1Tbts9FxN+PiD9s2/b/EBFfjYj/3cFtX4iI3zn4/KWD73Hw+x+2jxlnrgBYvnh6oVQU0Yce4KSGEbjQzFwDj4J/dY7S1NRUzM/Px/r6ety+fTuuXr0ar7zySllNpU3y5A6Sa0WrruQy4SxmYmIi5ubmytJsGVQub9S9fhKufNwM4uMOygwM1qyE5zBpQNTAMj8/X2YkGugiohwqqeWGykesk2Z5Ef3dq8WuaEDRIKGXWhv6id2Zn58vp/OSItYgqAFWxmJmZqbM+MSo3bt3L6anp+MTn/hE3Lx5M3791389rl27FlNTU7GyshJnz54t4GRlZaVsSa86Fx2sPkNXlcCb+gQDtTWQarNHrXwSKK1yPPkgxy+yJxH9vZb0m8AMWT0HPg5OOIPVfYw34H+9W3qGxoeGR+kTzOi6YnZozNRPFS929+7dmJ6eLmyCjjDZ2dmJW7duxQ9+8INDqzo3NzcPucnF6DBQWBPDtm0HNrHU+OtLu5umKSyz3rmpqamyoED5ya3F2DU2q8rrR2JoUYW24lD9a/KmcZHBsBnbJje5GFv9kQXhpn4EFhT+rjpT/gI9iklRfZ0+fTp+7ud+LlZWVuJXf/VXy0akt27dKuXTPl+yD8ojY0+y/27/2JczYOMuLDI6TFPC9yJi8IDYLjnJPjf/94j4zaZp/h8R8Y2I+PWD678eEb/RNM2rEXE79geUx1KEuLX0WYZRG1gxcr1t2zLzUHyNAMfExEQ5YVqGd3FxMT72sY/FO++8EysrKyVKfXt7u5ztcfny5dLwesEUKMZZmRgczRg0cIg2ZaCpmBSBKzFJ2sxQL8TZs2djbW2tsB8CFBrQxB61bRtra2sF7OkFVWCg2CQti5YLZmVlpfidlY7YIdKyq6urhUXi0kcJY404mMrlp1VZGgS0B9HW1lbMzc0NBF0y2HFnZ6cwYk8//XS8/PLL8Yd/+Ifx0ksvlXu1e/K9e/dieXl5INaArgGCLrIz0kfuPhkV7W8kgPdeZitVji0PdPwi28KB3tkav5//GYMQcXhWyzQ1WdL9MnrMy10A1C0zMErHjY2MtN4tTVx+9md/Nt56661488034/Tp02UBxltvvRUTExPx4z/+47G2tjbA1miPJ+Uj0MAjRCJiYFf4Xq9XDvDUmOcsFV2AYjy0D5neLaWtawJKBI1inBQqwAlZxOBmp850aULsrLl0oXuG/UXlUcCu2HKNIzy8U2OZvmsVlMpDgBOxbxt+7Md+LL773e/G7/zO78T3vve9UreKI5TbbX19vdgH9lP2DzJ+zjpKP8kwME5Qw+9i9MlUso6dCR0m7wnctG37RxHxRwefX4+In0ruuR8R//v3ku6jLG3bxt27d+PixYtx9+7duHPnTjF69E0ysEtuCH3WjLtpmsJ8XL16NT7xiU/ET/zET8SLL74YOzv7p0evrKwUgDI5OVlOlNbqGm2gJbeG/iL6q78Ue6IBg0c86H4BDcWYtG0bKysrBbWLPtWmTwJvGui0WkKuq9XV1WKQFSQ9NTVVfO+asYyN9Q8BFTu0tbVVwOLZs2dLnYq90t4Mag8BGQ5mEf2lkgJ1ev7UqVMDS8k3NzeLe0szSgYqKt35+fn45Cc/Gffu3Yvf+q3fiitXrgwc0cFVKJo9itKVH12D5d7eXtlBWTsgi2LX/WofAeg7d+4UNqzKyeX9HL8IJtheBCjq/x6rR5bmQIfyrL6T9SFdzwFf9zqQ8WfU71x3XfdYOgEHsau9Xi+Wl5djZGQkPve5z8WtW7cKi6BA99deey0WFhbi3LlzZSIjgKRN5LTB3L179wbcVtJT77b+K9ZEOgsAMABXdSB9xUxERFkWrvGuaZoywVO5Ffyr+lecjMYlTbK4JFoLGcS8EoBJV4+xUmCyQB9FfUIg0tkcAS8thFCZZXcUz3P37t343Oc+F03TxD//5/88Xn/99ZiZmYn79+8X91/btjE9PR23b98ecKcqTelCd6n6MEGjJnNkCwUC3ZXobKIzVewD6rtMm2P0MPnQ71D8IGR3dzeuX79eDkHUSxkxuLFQxOEAMgUo3717d+DMrOXl5fjt3/7t+Imf+IlYXFwsy9FHRkbiypUrsb29XZgNdbK5ublYXV0te9qIcREokJ9WrIsQP5cQ60XZ2NgoK5TW19cLSNEMQoOYQEZElFU+MsxiN3Z3d8uGeKurqzE9PV2oapVDVCn9vBMTE2VJvMrIAUQDlFgzBSxr1ZZmihyctMkfj+nY29sry+Hv3LlTVmLoJVdwodpMrM7zzz8fS0tL8eUvfznefffdWFhYKOycXFtyHdL9p71BfIBt23bgRHWyYJqBaRm/DgOtwObRF6fUIw4vD2/bwX2K1B8UUzMs3WzJrMclyHgoT97D5bURfUZav1E/zsxpUHSP8r9//358+ctfjueffz4+8pGPxOuvv17eK7nR33jjjQHWWq5xxaHpXRdzyeMNNEkTa6PxizFIdP9J/4j8qANNQCOigAIxqvpd45p00futTQOVniZR0oOstth8gS5NSgVI5IrThFfsjAw2WSHVlRa4MCBdv+l+pSnbtLu7Gz/zMz8TW1tb8c/+2T+Lq1evls0XtR2HVlouLS0VsKa8NfY7S6XycmKnPqP6JxCP6G8twIB4ghgCNJWbearcZILcrZpJBTfHlN3d3VhZWSmrcba2tmJ6evrQOUS9Xq9E5UvW1tYGAnPV8UdGRuKVV16J559/Pp588slYXl6O3d3dmJubi6WlpXjllVfizJkz8fTTT5cZvzrl6urqQLyIXCWK8WmappwYrqXji4uLxRhz+aEGGe3t48vs1NEV+6G9cXQPV1xNTU0V0KLg4Ih+vM3ExEQ8+eSThflRcOK9e/cKgPFdoYX0NWPQrr86FVsv9dmzZwtj07Zt8blPTk7GxsZGYWyc8ZHPX/k9/fTT8eyzz8a3vvWt+L3f+71YXV0d2M1YMQGKl1ldXS1GS/1AjAxnP5rZaQDSIKmASBkGpVfl8RGn5TkL5eDN+IyMmRGDokmT9wNngjj71XsrI6B+LqMd0WcR6ObgxEwGiTNyGiTprfPe3nnnndje3o4nn3wybty4ERF9lvnWrVsxOzsbly9fLpMIMc6KGYmIwoJzT7GNjY2B42Y08VN9cGKi3xXoy+0hGJCvYF2BK713cuPwqIKIKCyIJqtsL40XW1tbZQziXjnKV2MMDT3PfNNkTxNAupS4skvtwP5CoCidFI/53HPPxZtvvhm/+7u/W/ZG06pO5TMxMREbGxsDG9Cqfak3QTrvky50LbGsEX3wzWBuXdfz/ONWBhJ/9rhSwc17ELk05MbQFtcaVIhmhUoj+ssE6RdVIFpExDvvvBN37tyJp556Kk6dOhWrq6tx7ty5uHv3brzzzjsxPz9fotvFHNEXqxdJhp1Lk1dXVyMiCpARmBACF7PCjQd52JmCobkL8N27d8tAzY2d5GbiADQ1NRUjIyOxtrZWqOuIvjFQx1UdeT1FRBm8dEiddNcKBr08Aka+58/NmzcL6yM2RYOaWJWtra24ePFiPPnkk7GxsRH/6l/9q/jud787QPHKRRgRxT3JnaXVRxS4qP09NHiQXqULY2RkpAygAnlVHi9xw0OWQ0aOLA3v8Rko9y1i3IvSpxEQOHFjwRm3u710Lyl/LwefIVjic/fu3YupqalYWlqK+/fvx1NPPRUzMzPx1ltvFRBz48aNgX2ntIJS7mi9N2JCpL9+ly5yScngiyWie3dzc7O8RwIZXBjCuDzFsmncUB0oJjBif9xZXFwciIehK0gTWzITETEwFjhYyNgmMnr6XQCEwLVt2wK4VFdy/bdtG+fOnYvnnnsu2raN3//9348XX3wxzp8/HxFRmHqyIjwSx5lAsneyAz5msd8R8DgYomQuV4+/IWPkLJDX4TB5L8cvVIn+Sir5iCUM6lLgqwwojZqAiMCN2JaNjY145513otfrlYM0z549G1euXIlvfOMbce3atZKPji8Q8FB+mn2IJeKKrYi+4dXSzMnJydJx7969W0CL9BUbI8DDGYWAkWJZzp8/X2YzomW1oiKiTxEr7sRnjnpB9WKIJtVOpQImeqkEIPSMyiXKX26v9fX1EtgsY8B9ZyL2X7DFxcV46qmnYnNzM77yla/Eiy++GPPz8xERZV+a2dnZePrpp+PcuXOl/DzPhT5mj1/Qdc0gdY9ic7Skvy7zfvyEhp+zUPYvLq2VkeCfnok4HEgc0WdcaETJ3CgPpp8ZBQIb5uNGxvP2tPRZfXZ9fT3efPPNshBCY9Hq6mp897vfjY2NjbKZ5+joaAle9QBeTVT0/mhiwPfMXWocXzUe0n3O+7h3jiYRHMc5TouB4XJsAlGNr3pn5drX7sy6Rp1puAk4pQuZtIj+nkJaaaXxTOOzloY//fTT8elPfzrato3f/d3fjT/90z+N8+fPx+bmZok1OnPmTHzqU5+KS5cuFbdYxOC+Oe7SzBgb9QUCYGdwWF7d5/fynfF3h3VNEJX15S6pzM0PIb3e/n4sWgmkgUVuBnVodXxRgAqoI3oWralTxNfW1uKFF16I8+fPxxtvvBG9Xi+uXbsWt27dik996lNl1+C1tbUYHx+PZ555ZsDQC3RpabZWI0REmcEoBkX6yfeszZ8UlKuBQquCFCyr5ckCSCMjI2Wn4unp6fISaG8g+d0VeKdOq8GDJ4mvr6+XeCJteCWGRn5wsRs6EXx1dXXAX6vzmHTCrV6Cs2fPxvLycrz77rtx8eLFGBvb35Fzfn4+Xnjhhbh582b8y3/5L+PWrVtx6dKluHHjRgEwOoJBZzfduXOn5KnVTWpnxi+IzeJ+P9x2Xm7CytY8vsKBlgZA3yVkayRuTBjEq0HdZ6jO3vAa43mUJ+MbNEGggaIeAghiDGio+F+6Kb5M49u3v/3t+OhHPxovvPBCvPLKK8X18eKLL8ZHP/rRiIiYnZ2N5eXlGBsbi7m5uQI6yEJpBY9YFbEW3I2YRlAuX4El1pE25aPri20iIKR3l8yx6kl5s51VV5pMsg5lA+Q+oluNC0/29vZidXU1er3+DvRi48U+aVwTU6Xz7WRzTp8+HU8//XTcunUr/vW//tfx1ltvxaVLl+LatWtlPNS9V65ciY2NjUPuKLa3+ocm5pyg67oDEu/rrCN3bakOGRZBpsgBEEF4FwDPpIKbH1L29vY3a3rmmWdiZWVlILBVDTEysr9NuQJyeSq2DB1ZDA1U165diyeeeKIgbx1r8LWvfS0WFxcLWJFxX1hYKC4nUcHT09Nx/vz5geXnYm7m5uYiIgpA0Qt09+7dskpKSzj1fWtrKxYWFsoMTAZadPPIyEgx8AJGy8vLceHChTh9+nSJkxFbpRdF1LAGDnVoBvpqwJGfXL/3er0SDE1AtLGxEXfu3CmrprQaQbuUzs3NxczMTNy+fTumpqbiySefjO9///vxb//tv40bN27EpUuX4urVq7G2thaXLl0amGlpvwzuB0J/uOh1lUcvpChy6arBS0vVqzz+wsGZbar+LSMqdlOTDRlwByoeH0NWRu+R0tJvdB/QRU62g4widZZO+iw9xIAQ0LBvM4bk7Nmz8cYbb8Tzzz8fL7zwQrzxxhvlROrvfOc70TRNYRt0pMDi4mJZlSnjrbFM745CASKirAqiC2l8fLy4vzQRElMkECHGNCIGdnAXmNNkU2OeJqZkKfSn3xizqPpVfhGDbkWNsxH9Yx8EgvSs7AJX0cllFRFlr7Pz58+XWMrnnnsurly5Er/3e78XGxsbsbi4GNevXy8T216vV/Yi05l90k8ATOwZAbWvXJMu3I+HAFB9l9cUqsF4KfUf1pmuSzeNqb7kX+IgNX0fj0I/H4Q0TfPwlfgh5fTp0zE3N1ei7nlUvNwqmjHoJRIFK5eRzwgUSDczM1M2+Nvd3d/+fGVlpQwQY2NjMTU1FT/2Yz8Wi4uL5QiDXq9XBggusVTgrF7A+/fvF0DTNM1AtL0YJXU0dSZ9Hx0dLeyVdidV3I2YLQEzbUcvV5DcWnfu3ClLQwWURFc/88wzZbmj6kmrBggytLRRL7IGCr0oWmYdEfH666/HxMREfOYzn4lnn302dnZ24vr16/Gd73wn/uzP/iy2trbKQLu0tBTT09Nll1Tt67O+vj7QBjwLK2LwwEMFMqutNQBzB2iu6npI8mL7CB2B8jjK6Ohoq77pdLkPzBpvBWj0XnH1C5mMiD6bo+f1XtBFxaBhH9MzHWgY6EKQTnqOIIezZo/D0Xstt8z29nZcvHgxpqamYnl5uTAva2trhVkaGRmJS5cuxUc+8pGyUEPXVT65Y8gaiRVXPSr2RUBHRpgGe2dn59BzETEQr6hxenJyMt55551YW1uLZ599tgAN7Vqsd3x1dXUgVkf1r7psmsFNB7XoQ8+rTtfX16NpmgLOGFSr/tDr9eLKlSsxMjISP/3TPx0f//jHY29vL27cuBEvvfRS/PEf/3Fsb2+XlaRjY/uHFCteUQzx6OhoWcmZuaDYruyPdBkxfEDlFCCma9TZFwcj7mJljJHqUgSAhOzPgcegc/yqzM0J5f79+3H9+vUys4nob+OtWQ1XR6njKNZGA5UaVYZxfn4+VldXSyCYaEu5hO7du1dYlG9/+9vxxBNPxOLiYhl4tGJAnUOzn4go/lbu2SAgpBfp/v37hb2Ru2phYaG8MGKDBLqExLV/jQJ1GS+jmZF24yXdroFpeno6Lly4UPamkTtHvu+9vf3jMeQukn9eAcaaCYkd0SAp0PmRj3wkPvnJT8bIyEj8h//wH+KrX/1qiWei600HWopZEZgSiBUdLwZHL6mAjnQSaNTLqjbr9XqF0avyeItmm1xW7QM/3UF8RoM/aX/G6ETEISBCcKCBn0AjYtAFxs8EMh5PETF4KjnLos+6V2OVxgvpokUB2tJ/c3OzAPrd3d1YXFyM7e3tEox/48aN2NnZP6T3/PnzA3FIZE642otlV10wfpCAQs/K1RTR34VYrIXYLYI51YHGbrI1bE/loQmfwJIYMMYDRfRdMQSLnMSJsdKENGKfXVlbW4uJiYn40R/90fjJn/zJmJycjH/37/5dfOUrX4mlpaWyYlUTTgEkjUNbW1sluJrA2YEIWRPVkQBh5hYiyPE+z88ObjLAxFW67KdkgvTf+3smFdw8IGnbNmZnZwei6UnHaQUSlxHzgE4F16nR7ty5U16Y0dHRcpyC9rnR4Wubm5uxvLxcmJILFy4UYCE2hTMhARgNNtJNy6y5LFn7ush1RTeK0hUrQ5+xDLfYCfnENXuIiLKKSr5snXG1tLRUAItmS7u7uyXGhYOUZmR8aSUa9MRGLSwsxPj4eFy9ejX+yT/5J4W21fEXt27dKvdy9iyXnNgzUvF80TSoqQ0FYHgOlnaRll5VPjzClZIyuvzubIkDBhlBAR66BwhEBHx0jy9YIND22TPZ4YyxV19mWaQHdc2CSN0dsbm5Wd7dtm3LhEdM9cLCQpks3Lp1K9bX12N9fb0cnaAxTDE0jFsRA0LA4SuU2rYdWFXkLBPHkixGSZupCtgQjGoclKtMYw8BonSlq53jiZgsuYS40SsXbsjdfurUqVhYWIjV1dX44he/GKurq3H79u0BECR3EVkUxfVpvMrAhgNsAnECaW9nlZXjIIOzvb4JhsgO8X667QgO6R5jGsOkgpsHJPKhCv1G9DuCDLyCiTnL5zlC3BlTBlJgaHl5ucSyKIBNy5vl4nnjjTdiaWkppqamYnZ2triE3JXDVUVaOi19ROXKUCtAmHu5cI8IMUIy4gIvOgF9e3u7vGBtu3+Ug4DY5cuXB5aOazanwVUyPj5eNgZcW1uL1dXVOHXqVFluurW1FTMzMwUELS4uRsT+jGdxcTFGR0fje9/7Xrz44ouFARILduvWrXJ+FA/mGxkZieXl5Vhe3j8zkRsw6oXXAMaAbhoRgUANxvLRV/nwCWMM2MZu9J2FyQCDD+ic2ZIlcoCk/P0ZTaDoCsnYGOqs/zQibtBoFMlaE9xTT24zoT2uzp49G6urq+Vcqtu3b8f09HQ5307jXUQUtlbjhJhWjYt3794dYEm0XDxicHWU9gdj7JLefY3T2nRQ9adxWM8JdKhsYom1upRgwoGNb/qnmECNvYr5GR8fj4WFhZicnIyXX345vvGNbwycJP7ss8/GG2+8UeIhNW7NzMzEzs5OrKyslEkl25PxQHLhEaCojcVs6VkBOfZlgQ3GYbG/eN9hn6G3g/2VrJHqnPoRyA+TCm4eoChgWMGwMoJaIcOZmfy79+7dKy4r7Uyr/Ws0MGj7crl9BCb0AmpVE4Ndl5aWYmRkJM6fPx/nz58vh2tKHw4YcvXopW3bdiAmRy+AlqjLrdS2bWFuxNLMzMwU1kZR/RcvXoy23T+Dant7O6anp4vBF0Ws3Yw1a+NsRPWngebMmTPF/y3KlINRr9eLH/3RH40nnngiXnrppfjN3/zNWFpais997nMxOzsbq6ursbW1FVevXi1xQWKtRG/fuHGjsEUMbuSyVYEruszI1GnmxZUOVT58QmAT0Q/aJbvCmauMAsGG3k0CHM58aVBodDiZ8uBLztRpuCTcrkDGhNeYDmfSGSNEQKW0pJeYCjGeOvpEEzZNTNq2LUGvKysrZSXk5ORkzM/PF/eM3j0tEBADrEmkdCcIZAAql3ZzNZaYojt37pSYRcZRyT3NGBDFGeqajDODcTWG0XW5u7tbzuSL6LMcioH88R//8XjiiSfi3XffjS9/+cvx9ttvx0/91P5pIdrl/JVXXomdnZ24ePFicXHL7mxtbQ3sck73G/sNGSv9Z3918JG1tcTZSYmDbl+5R1aGEwQHW3yf3M2VSQU374Mo+FV7w/R6vWIUhfC5V4H8mjy4UsZRAXOiMc+ePVtWAekUV8WazM3NFfAh1K4X6OLFi7Gzs1N2QdbMQx1Ne1PoHCTSmgrUXVlZifX19bI3y/Xr18u5W+Pj42WjwXfffTdWVlbK3jER+7s0nz17tpysq5dRgEBLtpumic3NzXJNLjtR1qpXAQYt0VbMztTUVPzsz/5szM7Oxm//9m/H7//+78fU1FT8nb/zd2J3d/9Qv/X19VhaWoper1dWjkVEATmvvPJKGeg82l90uQCdVg9opqMBkNT4zZs3C6NV5cMnNPQ0IHqPOMOk2ydicClyFqPjgJizbg80zlxPXHnDgE3NwjX+iJEUI+zpEnwpff3OP7oVOIkTWzM/P1+2vbh48WLcuXOnuGdmZ2fj0qVLcevWrVheXi5sjo5fuH37dvR6vXK+m45E2N7ejqeffjoiokx2IqLEKsrVo3w5HtOlJAZ7aWmprKq8e/fuwBJt1RXZhIj+xJYhABrvydgJ5GjxR0QUtkrj9M///M/H+Ph4/PEf/3H88R//cYyNjcXf/bt/N95999147bXXYmRkJFZWVgrIW11dHTh24caNG2V7DYIAB7kOgLtcTu7OYjs7Sy1gxEB0AS6yN/7OqK+oX7O/yT5636NLK5O6Wup9krGxscJqMEZlZGSkrL4RdUl/MWdld+/eLbOdkZGRcpK3ZlhTU1Nx7ty5GB0djevXr8fGxkbMzc2VpeOrq6sllkfMwsrKSpw5cybOnTtXZhUzMzPxxBNPxPz8/EDHI+iK6Af96uXVmVaTk5MRsd/RV1dX48aNG2Ufi49+9KOxuLhYELf852JjuDR2eXm5DF4CGqurq+Vebaqnsmrfm6Zp4sknnyyU9crKSrz99ttl1dVHP/rRuHPnTnzzm98sS+M14Imx0WGiSo/7Wojd6vV6hfIVfS3wRfaHgZYRg2fcPIJSV0udUEZHR1u6KJyO5+yfhsENigwB0/CZM40PjQndWR6wSmG/dH3pJnCmh3kpnWwmzzx9hq0xRUcNTExMxLlz58pxMnpvxGBrB92dnZ04d+5c7O7ulkmTxkBNQD7xiU+UhQvaUVyTR7mNI+LQIZsypFrgsL29Hd/97ndjeXk5nnjiiXj66afjySefjLGxsRJ2QPeMAyMJ3YxyQ2lfGe2TxYnrpUuXCgjY2dmJt99+OyYmJuKZZ56J5557Lq5fvx6vvfZabG5ulsmfJnlqC8VDqs7IkHBcZ/8kg8hYKwfkbEOVT/2C4E39j+4s7xtkGz2Wh64nThS4xQH77cbGRuf4VcHN+yhach0xGKGvDqEOcvbs2YK6FYQa0d90T8aR7i3GoWhmoaBX7lasGc+tW7eiaZoSyKu0tdHe6dOn49lnn42FhYWy/FKBgTojSjMlubUUbyK3zO7ubtk8UGzS5cuX48KFC6UTayYpt5TKLBpVgXOsQ8XsyDV19+7d4jLTZ7oBxCJpr4sbN27E7du3y2BHGj9ifwfitbW1MhBpliBgSGMkfzp3PlUwtVZQccB5xIFNRAU3J5bR0dGWqyE5mNOFQRDiwIFsQEbvO4DhbDgDIXomIgZ0YLrOtvB5xlR0uQEcqDEPll8ssAJtI6LsPN40TdlOQrE00l9jit4psjJiRDQmzM/Pxyc+8YmyrYXASESUCZri++TW1+8R/R2gr127FktLS2WsfuaZZ+LixYtlOTrLwPABGmbGGYmJjoiiW8S+G/3dd9+NjY2Nwty17f6qrzNnzsTi4mIsLi7G+vp6vPXWW2VSxq0DBBS1r5cmnJo0q+3IKvtyeHf7qC0dRDjTwv5CAO73OL5Qup4O+yr7GrdIyIDR3bt3K7h5WCImRi+EBgrFyETEoYFD7iLtf9C2/RgYnQMlEHTq1Kk4e/Zs2elTLEvTNANUKQ27YmKoowL4zp07Vz7zzCmlo5deICliH7jJvzs5ORkXLlyIjY2Nspng3Nxc0U8rlHZ2dmJtba1s337hwoVykrhmcGJP9EJqV+XXX389Xn755bh//3585jOfKQHEIyMjsbS0FDdv3oybN2+Ww02low7PlEsuIgrVLapYwKtt27IvhAYsbQ/f6/VKrJQGYM7S5JriYPwISwU3JxQyNxyAGQMjYUyBszQRg2yKGxUP3mTa+s7ZrQwmXSNZ0LODkWG/qZ97vIS7LVRWMjvSU/pr7JqYmCgLEjRbF6DxoHwdlqsN7AQ2mqaJhYWFslpUKz21BYSYFsXDaf+qkZH93ZAnJibi7t27sbm5GT/90z8d7777brz00kvx0Y9+NLa3t2Nubq6s8JqcnCzutIh9Azw7O1vcVgdGd0A/9Y/79+/Hu+++Gzdv3ozV1dX41Kc+FRcuXCj9ZW9vL27evBlXr14dYIc4eZUrUQBO8YqaQAucEBCob2WuI29LulcZoqD+oLQcnJDN42STLipnNfWdumYMk+ure+7du1f3uXlYok6h2b1QN5cCK/BUwEEGmDEwGpQUyBsRhX4UVXn+/PmYmJgosSDadlvHF+gF4gm06+vrJUbo/v378fLLLxd308zMTHkRpqenC6sT0Z8NijXR+Vht28bHP/7xWFhYKP7q8fHxuHnzZtkKXUxJxP5W7JOTk3Hx4sW4cOFCjI2Nxerqann5BXJee+21uHXrVmxubsbOzk45ufv06dPx5ptvxttvv112JD116lScO3cuZmZm4s6dO2UHabnjpPfq6mo5ukHl5ZbkmvGIzdHLxjbV1vPKV0zTYwJsqjwA4cAtNoHXKZnB8YGfcR3ZjDUiDxhW+gQ5EYO7uTJvgiUGfXrZCJb0vGbTDJx1twMZo8zdoa0RNFlSML/ynJycjL29vcJEiIHRsS97e3sDk7mlpaWywebk5GSpV8UMzs3NlVValy5dKi7lpmlK3J6AwzPPPBOvvfZaYcg1Tty5c6ccAaEFFL1eLy5cuBAvvPBCjI+Px9LSUty6dSvu3LkTt2/fjt3d3XjnnXfiBz/4QRmHPvaxj8XnP//5uH//frz++utx8+bNMpaKNZ+amiq7uzM0QOXa2toqIMsDwPmZ4JRtxr7priX+7v+zPsjFFBH9YHV3YzEtj+MSyHKAncWiaaI8TCpz8wFK0zQDuxFHRFnyp7iO3d3d8sKI9tQsQytvZIDljtJp3rOzs8V4i7akW4wghHvc7O3tldVV7LDnz5+P+fn5snxc6U5MTJTTZrlp1MTERNlMcHFxMba2tmJ5eTkWFhbiU5/6VLzwwgvlJX3hhRfi9OnTxRWlQLgrV67ED37wg/j+979f9vq5fft2rK+vx8LCQjzxxBMRse9Kevvtt+Ott96Ktt0/x0plkXCXU7mQtH257pMLTvXIc14ioiyBJ4OmmaBAzNzcXFn6KrD5GEllbk4oo6OjrfY8kSHxmAKJDAxn1g5oGIdAYxQxyPwwfTIinNnquSyeQm5WBmsqD4IjpkXDKBBCxof5s8wZ4KHRbZqmuKq0EacmZFqGrW0fWH/609gZEQWsnTlzJmZmZgY2sNPYNjs7WyaCarvFxcWYnZ2N0dHReO6552J5eTlefvnl+PjHPx6f/vSn49lnn42IKKuZtDO7Viddu3Ytvv/978c777wT3/3ud8vmrjdv3oy9vb144YUXSqxRr9eLN954I27fvl3qYmpqqrjOmqYp+p49e7YEQmtirIN2WX4HmN4PvL7Vh8QOqX0IOHhN/YYsj8fYEJyyfxMAK11ncaQXjyVxlxcZy6ZpqlvqURJttKT4mVOnTsWdO3dKbIcGEHVkzUJoMOUzVqCaVhOoMy0uLpbgYLEPAiBym2gnXq7w0Zbd8n8L1MiNo6j8ixcvRkSU+J/Tp0/HuXPnSgwLd/nd2dmJ1dXVsinWk08+GTMzM2XzQZ1aK7ClQztnZ2cjIkpQoVxZKysrAz5s+eS5ImR6err487lx4traWtFNuwsrVoa7NWvXYcUC6fwsBemJrYkYPIw0Ih5HxqaCmxPKyMhIq3fBafaugEkaBg/85MybBohGS4O874xOluVAtzJ5cL3I6LgBcjBD4+kGh0yO9KAhos7MJ6IfOyPdR0dHB/ackstJaWlyRIOuehQrMjU1Faurq2V7C6W1sbFR4lm07YPyvHDhQkT097O6d+9ezM7OxtbWVty8ebPs23Xx4sWYnZ2NXm//+IUf/OAHJXhZC0W0cvXy5ctx/fr1uHPnTly8eLGwMyqHxhu1I4N0tcO6whnIvssNRRaM7ah213XVPcGn9zn2F9UJg5LdfUVmxpkX79/OHik95SE9HUQTHHkZj+OWquDmIYgYHLEDQrp3794tnUggiEFq2stBrpqI/r4K6qCiXbVSa2ZmJk6fPl0Cgaempga2E1dn18Z42mWZRwMoZkjL2tu2jfn5+ZibmyszjvPnz5dlmZpdPf/88xER8fbbbxff8/b2drz55psxMTERly9fjhs3bhQ/8urqakRECSi+efNmmdEtLS2VAF+9+CqDKFzV5ZkzZ6LX65VdRKempmJlZaXs6Kn9hfSy7ezsxOzsbAFXPAA1IsossG3bgQ0ZxdxopviYSgU3JxSBGzcwMiIRh1dQcXYsg+KGn7NlDvr+vMSBFWfRGh98dYv6ubO2ZF/0O8vm+brLiaBG4MfBH+uIeih2hTE5up8bbcowcvWlytnr9UosIA06D+28ePFiSXdhYaGsYJKh/8mf/MmYmJgoKy9HR0djY2MjXn311bJR6vXr1wvzo5VPmgxpSbm788QOiZlWubmlBI9NiOgf+su4GgJhtlPGpHhbEjAScDNNn2Qzry7QQV10DzdN1Ngp/byfObimbaMOeqYyN4+gyLcroKNOJAaFO4qKPtX1pmkKuBHYiYgSdS9qU2e8CNBE9FdmKa4nos828KXSDImH9ImGVVCdgIw21dNLIAAxNTVVzpISANJyTq0cWFpaKr52uYDoi9VgJNCiIxx0nbNjLfPULE7MljYdVJ1xEBT1K2ZGu5WS5iZlyk38lMdjyNZQKrg5oYyMjLR6lyQc/CUEM/zNGRHd67NwfhdwIFBhWhFxCEBQL88r04XjCtkkpUmwQkBEN4buiRiMwyAj5YaX+hDgaJLVNP3VQjLmPIBXY4RPUMRW6X6BvaZpyjiqNLSYYXJysmwcePny5bISVPE7XGXJXZkdXDDeUr9x2w8COI1hSpdn8bFdCCgJBNS+dOGw7cjmqG68fQlMh/VTZ+Sytuc9bGf2LQf+zlKy33ECUAOKH0FhzIfQOSlAn2Fp8BQFKhAREQNnrzCyXbttbm5ulkBidRYe1Kb/eil15AIHDL2UzzzzTDTNfgCeXs62bcsupGJM2raN9fX1uHv3btkafX19PSL6cTtyCa2srBS9teOyOrvKpV2LNaMTk7S9vV3cWgJnWmkhP7sC9fSyM4BSOut6RAxs7KW2oItQbisNVlX+cgtnkz7rjIgBQ0Ljw03IjppkukGhG8PjdDwfdyk4CMnuZ9k01hAsZGVumqbo5cAnIspkwzcJZD68X2PQ6upqcVFpqbTKLbaEkzA9K7c1V1xdunQp2raNmzdvlt/EHMtdzVif9fX1Mh6IaSFDrlVKYphHRvbPilIYwN27dwd2VxdI45lVnKxqjNJkzPfO8vrhd4m3s8TbkO3tjKH6JoEr89RnubAY76Trui9zMZGlU1r+nig9AidPY5hUcPMQRf5TrRaQgY7Y9/nKDaSXUPvJkMbkvWfPni0rCrQxlZYrK9BVMSTnz5+PmZmZEtCm/CP6fnrNYGTop6am4q/9tb8WW1tb8Wd/9mfFhbW6ulrOmFIMDU8l1wZ7S0tLA8cYRERhcxQwrEFKqx20PFuslMDPqVOnYnV1tQQEKo5IgXZt2xbQo0FXB2O2bX9PIX9ZeCinWCQGNIqeZmB3lSoZcJC4Addn/eZuBPVJHmHgs9dsrxIaFA/+JIinrnIZyKBxEsDJFeN8HIiQafBZOstPQEUQRZaAcRpkHlQPOjhYB3FqpaImLEpfgbsrKytlL6+pqan4W3/rb8Xy8nJ87Wtfi9OnT8ft27dLLI5YGB1oLFCj87AEhBRfs7u7WzYUXFlZKeOTXOHaOFVjlsIKNDlq28HVV0qXCz7IGrO9HYCyD6jt9F33ZG7JrK9mzB3dZ866sV85U0RmiQBF1/QcJ54Z0PX7vQ4yqW6pR0T4EimGRIyIjKziPmSYxbRoVRVPGdfLPj4+Xl5ELXdeWloqwXcXLlyI06dPlxdcHVcxLOp0ylPASEF7KysrMTIyUpZyX7t2Ld56662yCkxsigYNLWdXTM5HPvKRePvtt+MHP/hBRPQ3bRobGyun5Opl1AAzNTUV9+/fL2dVacbGzb604kxpiK0S+6JlpNPT02UQ4+ZX2h1aVLgGcG3j/iECNtUtdUIZHR1txUJK9O4xYDKiv3EkXT1kBn1WTNeofiOTqndLedOAKE0aOoIrvdsyGjJ8XcbD3RJu9Mj++L00mhkzRIPn+ZLtYfyHxjztW8NYRNUNN+GUvopD7PV6cfv27bh792489dRT8cILL8S7774b3//+90saqqOdnZ1YWFgoY8GpU6fihRdeiE996lPx53/+5/H1r389Jicny5lYAl06N0vAUcciiKXu9XplkYNYGm9vgl3WjRhw2QT1JQFNsS8EDAxgZ78kk63v+o2MkdJwcJsBYmf3pJ8mkdxSg32dcU9s6yyfYTE3lbl5REQBcdPT02VXYHVOvbR6UUUT66XT+UgaGDRDiIjCavBFFX0aEYXyVcDawsJCeTl7vV4J8lUg76lTp+LWrVtx8+bNovf4+HgsLi7GZz/72bh+/XphhLa2tspMRmUQu3L//v146623Ym1tLW7fvl2AA2cgAjQSBSTfuHGjnJOle/Uy93r7RyQQ5dN1pFgZUcSaoSmWRgOojFDbtmVmyBONq1ShsM8IeHggJoFGRN+A+CDPGTKf7QIXvKZ0Ivqzdsa6cJbugfDs/xovODuPiAEDQ/e4Aw/dqz8uk3f3ioyzrgu88V6BRRk+5addyuXm1rgXEWWBg/KQG0mrPpXnxMRELCwsxOc///m4evVq7O7ulrOtNHYpbe2Zdf/+/XjppZfi29/+dkmvaZo4d+5cmXBqw8Gtra0yltMwr62tldVTDhjoBpL+OvdLdak+wnvZLs76sQ11XcCLLlK1L5lDtqWDZAIXPU+gT7Cicmp/IbUvQymULsGT2krMP8vRJZW5ecREL6DcQhz4IvoBwQI2EYNR8hL5vtXJdY+WOuqF06C8s7NTljHKfSPalwwItzfXUQQREXNzc2X59traWvR6/WMkIvq0sp4RS0Lgtb29XeJytIGhZqXy1yvArmmawthoNhIRZWalezlIc5BRGVRP3M1ZIFJ5cqD4EAKbytycUEZGRlr2dRrujIKX0BVDAOGMDo2Zls9q3OYWCJlrSfnRbaD3Q/2csR+ZYfVyMR+W098VN4BZbJDHgUgIhqgPv4ulVnoqE1kbHoshESBj3JLAkZhZsdTaNFA7xAtUiQnXWKY6Vj6clGnRgVY6CZConpztIFj13zK3lPqI1yu/O9hwkO3xnkzfgTOBkH7PAn+9/+heZ2FUNrJTnJB6H+PnGlD8GIlWKYlZkHtnY2NjYGm4XmwNdHzR1ZG1fFwdiQOrBgnutaBZhgL1NCPiploERRH9XXrv3bsXKysrpfMJpLFcenGUntgSzSC0RFv3C3DowDq538Q8+UBJSjdicImt6kO6awDUHjkc/Mni6I8GpUoVCgfxzDXj4EFgnP3TjTnp+Izh4DiQPeczbYIAibug9MeN5BhD5AbMGSOmyXg2j8dwA6py0uDKVUyRfgSFHjen+lDQr45YGBsbK0BQDABdVr1eLzY2NqJp+iuntBeNNj51Y60d1DWRUjraMFU6cRIm/blggW2W/Wd7ZgsYyIRxvCOg0X3S0dP3NmWf4jibxed4Gg7g+Z35Mx5I/Uz7MSn9iDgEto4rFdw8oqIXRBH/HnRFKlNIWtSoIv4V47K5uVkMu04Yd7aDS5vlltJRD3o5z549WwAQd9qUS03LLxUUrH17zpw5U1gYzXCbpim7eypvLS3XDFVsEWdkGrToltMgyJecoE0vjwcditnZ2toaCCSempqKzc3N4iIUMKtSpUtoyGkEOFC7saJkTAXjYQgIyMwwvS5WSEaHBlfvQLYCimyRdNN/AjVNFJyp4uye5czcUQJTeqcdwGX16GXnZ4IV6cHtGlgmxuT4Unmly31mWGalpc8aa5g364RslgKIuYkiQYXSYH2QiScIJOOSASUGq7NvEARlLFHGlhF0EZiobyot3kuXmJ5jP87GVYIwCfsM23mYVLfUIy5N05RgYrIMch8pFkYvj3YV1h4NTdPEnTt3IqK/3bpWNamjKQ5HLwJfVK20EggRKBJIchSuvN3Hqv+cjXH2onu5DwRntgQ66tiaYfZ6vYGAQg4kKo+Wj4sBE2WtcurwPL6429vbfxkYm+qWOqGMHpwKrv6mPkcgETEYC0OXDg2Bz4zdUEREYROcoXFDJ6bCXRBKhywmWR7lLaG+zrDQxUFWhcyT8vTVOiqbb/0vd7zro3FKBp+A0s8ykvF09kf6MNaEDAWNecRg4LcLQwEIEAm4WEfuJuRWFHrW651Mn+pTk009r7LzWd3LuBu2M3VWPbPcBDFsb4EsxshIRzJCdD2xX9DFqvgZlcVBICWbGBxM5Osmfh8GmZqaGoifiejTt3RRaQk5fxf6V6f3owbGxsYKDauOpeWR2rNB7iqu1orob0aluB0N7pr1RETZjVksiO4fHR0toELL1KWP2JtsEOGeNgwiVJnFFkUMnrujQfPMmTOFieKLJt20V89fAqng5oQyMjJSwA3/fFnrwb0RMRigqcmA+qkbKTImuuazcrl5I2JgZqyl3jKsNK7UiQaZR7JwlkzQ4UyN0qRBJwPijJHXBYEKjbCv+KEhdiOtNJ2BoK683/dy8boX+GFsI8EL9eBz0puMG9vW9XBGiwDD28bBlto4W55N/ZgGJ6TeH+kmJZvmIJn3qx/6tgQEK7RZ7qpiGAXrgHXmTJOu1eMXPmSiwxvJ5EQMdiBupiVULTfMmTNnBuJh9MIKCImt0cAoStZBlb88pBo1KGvQVcfVCyD3lwZRiQYU+unVsTXb0mAd0d+Tp23bgWWgnHFQR81WBawIslQPfm7Lh1wquDmhjI6Otto/yVkQLr31gVtGKAvgpNFk8C6fixjcSE1G2Ps+3dcyuGQ96VogyNLzzkb4bJw6cybuZXKmN2MRlKeEZcnYEYoDG5/ls14pdGH5/axjlYFsl6+CElhV/bBeya5JVzf6XgcsD39jHRCccZzmKiXWn7upmI+3rQMRB2f6TPDh96q+CPQ5Rjv4JZOjZ70skroU/EMm2vtGK4PEyqhDCGToXnUkulsypK6OKmZGB1QKhIgh0a6b7PhaTk7amTMSzlTZcSMGV4dwQOGsRJvpKQ6IVKyCkfWd7rOIKABGL9jIyEgBf6K6tRIie4GqVDmOENyTTXRg4wA9AxIRgy4fZwhoyDVZ8GeVH99FiTxcSMQAAGmZSURBVLMRDgxozMkUKU2/x9kB6aw8nJ3we7NJthtvd2nx9+y3rK7oNiNgdBaJhtjZJ7aLsz2sZ0+DY6DSc6DKsjtIycBgpndX/TqoJLvCvJmWAyGfOEoPfvd64nE6Xf2EYNUBfJfb7iip4OYxFA1m9Fmz40TEoX1xxHCIlZBx18mzPFk8YnDTMYEWMTik0cnkcN8NBuzRt0qalduVC3CofDICAjiamWq1FWfG0pnnTRHAtW1bNszy2Z7S/UvE1FR5H4SGJeLwGTgclGlgSeu78aKRZvp6d/1+ByERg1S/MxcENXw3eb/eQ25G6GXiu0M210EGDbzGBDLMHttBFphAgPkzbsWNH/VwfTPAlz3PcrGetKVFBgoyQOp5e5uyHX25NwGUx6ZkLJrS74rpcTBGEEHQI32yuCMvt4PLYfXB5/g/049t6K4p18mlgpvHWNTBNfAwOE7UaMaU0Mcpwy52hMukFZyruBg9y+fElGiDO21KpRdQjAr9+JKdnZ1y7oru58DD1QJ0JTVN/9wrATUGOCtWQC4oueSapn/wpYIytfS9SpWTCA00gbzf4+xFRJ+xFNDhjDkDJLruLENE3xBmho3uJu5264HIzpRk74fK6ECLIEDskdcPr+md5jWeu6S8/I96EBg6W6J7pJvcShk7I/F0aHB1jQHNqisun6e4wabwuYjDrjUHAD6J5QIMsjkO6KgLmSCuIGU/cJ0cVDhA6io3XZ2sP6bhblSvHzI6GQDrkgpuPgSiTiLgcPHixXK+1J07dwqIaJpmYFWROo1YGQ5UPNsqIorbRkvEp6enC9ujJdx64XUGlvJQJ9QKL7qvdDaUdONqJw0iGix1n8DcxsZGiQvS3hSML6BbSmnOzs7G8vLyh3EzvioPUZwxYRwM4wgiBgMi9awzHrovY1I4wLPP04i7LrzHDRENtB8aS6ERJRPBWbVc5A6UWEblFRFl8kPRWOT1KjAlHQhUWEb9lv1XQHQGfpzR8Trkc/xdOjKvLpCa6U7gRGbHXUgMrtb9yoOB3g7WGAiuenRwoXTpPuxitsioOYvk9ak2U53wSBC1JScC+kygSHDDujlqUlrBzYdQrl+/Xj7L9y8QQTYnIgqj07b7VPHMzEzs7e2VpeIRUVxBIyMjMTk5WbYfVwfWmVcRUQCRDu2U+0mdeWJioqzq4F40bdvGxsZGYYG0YZ9cYDpSQiCraZqBlVkcWPWMAqf1+927d0scUZUqD1JoKDiQ6zcF6fusW89Q3FjTjaV+HnHYPaXn6GLiLJdsiLvBNA64m8jz5mye+7QwbX0WoHMWgmwBg02pKxkoxhJSH2fHqKOXV3o1TX81GJkKTZDcmLZtf48txilRN2c7pIMDUQLXiEHGjmVT3g5yCYYISMS8a4EE60/juupEbcwVTmS61a8cdBK4kJlXOfgb+5R0lM6qY+8TDrhVN4wdUzlol4ZJBTcfctELqY3y6MLRi7Czs1OWRW9sbJTg3Z2dnZifn4979+6VpeJaes0BkJvc7ezsFJcVBzd1Xh5OydkbO7mOn9DzOgdGm335DFQzTbI8IyMjsbGxEXt7e9X1VOV9F4IFN3IRcehaZvA42/aBntd8NSHBh+8TQio/M6SZm4GMRhZAyvePwIquLm5NIXFGwcvmaeq6z+pd/0xoQPXdmQtneri3Du/nYgQCR7atrhFcsJ7I7rjLkICUwJCAlXk4ECAw4TjK+lb6BM0RcYjxYd4OaBwYE7g6+0a3kQAYdeB3Z3+on+qe/dKDuLukgpu/JCK2RP8VzLuzsxNTU1Oxu7tbTgVXXErbtrGysjIAILa2tgoQEvgg+tdMZ2JiYuCASm3uF7HfSQWQuMkW992J6L8UTdMUxkcgTQM58x4fHy+7IgtIVanyQUgXOHDAMyxWIGNHOEN3loRbH0QcXl3F2bHPlMmSUF8yJMqfz+g/4ygy9oRjBkEXQUCWDw26C8+CIhCg3m6QCZrocnHGi88yfZWX6eh5jT3OVBCE6nmuDKXeXq8EPgR1Yluclcv6UubyYlyjbx/ifYB91vuIAxx+diaNIJXPDhNn8LoAvfIdJhXc/CUVbrAnQKBBRsHIPBVWLh65d7QyaW9vr6yU0kZ9HFTEvGgwmJiYiM3Nzdjb24vTp09HxGBwol4qzfp6vf0AYaXBgYCrrHQCsJ6tUuWDkswtFDEIcjjLpZtAv5Hi93gYGiiPg9DvPEmbroMMKGh2THaBxk46q0xaEEDAQKHONL7U0V0XzhQwRi6i77LTMyyHnxiufLM24fO8zkBeslqM98sYKf3GsZFpeP2RySKbxTrK6p7HLajNBFq8XrzMWZCxNpkUC0+WiuCbQhBHkOrlVD4OuvhOcGxXmuwvqiMH8Urby+rsVSYV3FQ5xHDoHKimaWJ2djY2NzcHdvDVURDsXFzhwFNy9V8vkRgcrYDS/jxkcXS/QIpWNunl4dk33N+mup6qPAxxECOAw72W3PjReDpo98GcRosuD4/vkdHoSkvvr7siIg4vKfaZumbx7g5i2kpH8StkXsk+yDXDuJeMTWH9+m80/ASHzsS4+yNjAwiyHNSo7M6C0HAzbkjjFg202owuJ6XjrJWvwlL5GX/lLJfyIIglMKDLTWl526m/sm3Yj72dCd54iLIzW8qfq+LYdqxXZ+W8//MZB3qZVHBT5ZDwxVhZWYmIPgCanJyMkZGRmJmZic3Nzdje3i4uo5mZmdK5SWnqKAZ1WAUHiwXi4KTAZVG+DJgbGRlJA4KPQ3dWqfJ+ivo82ROf8cswMbC/aZpDy6Gd3Yg4vFyW7ioJ2RXXjbNlvZcOCnw2zrSZbhYfQwAxMjIyEFsnAEbjztg5AgTpEtEHLTR+ZLt0zcEKAZWvmJSxVZkcABKUOdCjsWVa2VJ+skF0h3l7snwZ66Z2oOsxS1tCYOugyZ8nOBKrnsUBEeCqvTi+Kz/1d/YT9kW+G9RH9eIuVfYbtpeXuUsquKnynmRzc/MQwBDwadu2uKgioqyY4svJZZ08UVeUrZaJa0VWRD8ourqbqjyK0sVi0H0i8XgLxkB47IruldFQWhlDyTgLsh4yQGRFGdNGg+Fl0H18VvfQQPqqLjIJdJOQKVEevpInYvBsLMZZyL1Bg6f61/0sA90kXOZMY606Uh5ahs429Q3qlIbrQkDKOsyelT6MHZIoPzLaXUG0znA448Y6oF7sm2T0GOvCmCoHOr55oscoZaCcwvgpTogJzrz/tW3/nK7jsPQV3FR5YHL79u1D17qoQ79egUuVx1mc9RBgcEPBGTwHcnc5RBw+fNLvlWiwpwuMxjFjH9wI0o3jhpRLvjnLdsOaMSK8x404Z+HuisnYJxlgskRdQCIzgHJn05iq/iQ8XFg60g3u+jgT4uVXPg6YvL68LfQc+wXbnQCWQNJBH91xXN7tgb+sd7IybMOsT7MvsC27JAN62eQgY40YinAcGR5uXKVKlSpVjhSfcbrbhoGSuicDOhGDq27IhBC8cO8pfaehdZ3o2qHO7trIjKcbOv2u/HWP5+/ghyDPARpBij6zvBlo9Pp3RsyfIXPj6XQZZWc3JGIQ+GwGjNjG3IeGv7O/MD+2IfVxYCMWPGt3ibMk+p0AytMky9eVpvqxt4n3f29jz4vtTeCj7866qT2HSQU3VapUqfIAxGfkZCqyWTcNOWfYNJA0qkw7M6DcFJAxPJxdR/RpfgndVAJJjJ9hUKnS038aK9/rRAafsTAyVJzl0zXjbA+BHuvTAQXBiTM3ui5dMgaGhtjzYB2pfh3ssb2dxaMBZ/0R4LJsvV5vADi6LgQOZKrYFixrxihlLJKeJbvF/JzxyoAcy6ff/YxD1qNAn8rNIHTmz9V22YQgkwpuqlSpUuUE4sZFgzR/l5A1cECT7fTqrhW5DLSUW/dxo7mMZaEuBBU0VBMTEwMrhLpm2iqH4uvEHHjMi9KRHhnboc9M21eYMU2CRIIMgrIM2EQMxhs5eyIWw4Xsmbcf68fBm++ey+XXGXh1Vkj16UBKehIsMSiXafr9znywjM58EeA6gGM9MPhaeZNVcYBE/ZQPQZFAmTNlcke6DsOkxtxUqVKlygmEBlJ/mq0q3kJgwbf8F6ihMYrosy88wiETZyLo/lEwP5kDrkAh1U/mx9042Tb3NGJuqGT0CLbOnDkT9+/fH9j4jkCLdeVMFQGDyiFwJyPM/Vcy4KI09J8slwwxA1fJkqkOaFR9VRTrnuDDg46dCfK289/o9vH6V99hfXrsi7NgGehl+3YBHcbdqD4clCtNgjzfaNXBj6frLJHHULGOCFwzqeCmSpUqVU4gPmvmrJXgQ0aAK2UiBveDogESG+FGKTNQGvxp3LTEXGDLN+5zI6W0pW+2f4kzUlyuTUOtsim/e/fuDQA3Dy6WHu7+oWH3GCSf3TvD5CyP8uEeLr1ef/NQ1RNBnhvbLrZJeRBIsPwOXKgjA3M9MNhdPd5HCH7UZ9i2yodAj4BUbUh2jcCGfULXeaZZFsjM+ubGfAR2rBPqo98JanSNkwPvK5lUcFOlSpUqD0A4SNMgSNzoRPSNbeb+0dJcBwXZrFWG0Qd9Z26UtvKm0ZRuZAlozGnYmK/Sks7ugtB9DqQcpPjsnUYwAzNu+GRsdR8ZHT5PoOOsgQMotiXrgTq6e8/BgcrOfWKyWB22F8tKnR2Y+Kox3Z8ti3e3DgEoj2dQGhTvEwQ2rD/WlfL0fs17lb/H2ehe1pO7qyq4qVKlSpX3WdzoRMTAviERuftK150VyECBGwWJrjEg2I2z0qF+GfhyRojMkN+T7YbsLjY+z+W8nJl37QdEvdxwdrE8zmR4nQmM0OXk6YnByVxGDmyUJtsrC5T1e1hfSpfLtL0tMqZC5SWTonvJcBDoeFurbrTXmNcx8yLL48zMMF3ZD7jfkO6li5DtwzQ9rsf7SyY1oLhKlSpVTigyLj4I638GJMbGxgZWJfmgT4PA9B2kME0aIbo8HNB4wCc/e3C0dNAOzHqW7pterx9U7MwA60ExKfrdY3Mc4BHYEHx0AcaIQfef1wOBjTNmDhwdPDnrxLYmK+Wglfdn7h0/zsHBQdbOLCOZEuXL+CHWH8GD97csjojisU1knAjunSHy+BzeywNFyQZ5v3FWqUtHSmVuqlSpUuUEkg3wPkB37XKrgZurncS+6IiCiEFD6+4aMibKm4bGmQ/uACy9ZbiYXtM0A+fOkc3gwZGMIXK3EUHI2NhYbG9vD8zMnWGR6CgApcEZP8GAZv4OzCL2j3JhXTtw8U0OBS60oSh1o/tH5cliRbxdsp2FHYiRCXEgw/upB9uObJHu39raGgAHHu/FswIJVtXuutcBJ8vN4xbIohCgKT2et+WuVsYLOYDVbwrQV3mOcklFVHBTpUqVKicWGnt3jdDguSHya3rGg15p9AREuMcLZ7V0h+h+/Ub3FY0hY0fc9STDIwDmbIMbQLqeyA60bVsOzeWxE84kkeEhCHSWQfpNTEwMnM8lI63ffYdlBkXTELOu3cjKkDPImvXjIIn3ELjRYEf02SXGBo2M9A+vlI4OogjixJpJpC/BitqDbiBPz+N3utg9tYmzLh5czr7GtmHskeqAfdndec4YOcPWJRXcVKlSpcoJxc9pylwUbqQJAJzFUCwKDQPT8N17aTx13YGFMyF00zCg2M/4oS4EaR6/QreK8mB5yAipzjzOQ3mSFYroz/BpMJW20vEYDeXrgdMEULpfuhGMEoBquXW2mojtTBbDg3DpWmRQM+tHoI79hBsoKl3dyz7geXrcinQQwGT7Zy4lB+deXq8ngkb+LlDsYJhpep/L2Efm70HZmVRwU6VKlSonFI8PiDi8lwmNLFkSPedG02fsboAkBBp0HegZ/earTdzFofsz2p/lyq53BfIqH7pC+CwZC5aRZSc7ot9YZxFxaB8VBzpM38vBenV3Ew048+X+RQKbzq7webIxSscZO5aNwFEAjv3K+4vr7cyG2DbvdwRUWRkcRGTAj3VCsOyMZQZsvE69XdkXMjfnMKkBxVWqVKlyAvHBmMbd2QOfAcsYi8HwPWNoRDyo1dmVzCjTIPpsPyIGQI8DNE/Td/BlHAQZA+VD/QQ+nH0i86O8uTsu640GjuXUH1khfnYXS1cdOcjx6/qNwDFjNZgf3U/6nf99HxyW3+vSXXgOuLJYLrUvA6u9TBmz5s93pS9gxG0LvO9ST33nn/cDAkN9Vx05wzNMKnNTpUqVKicQDfYZVe7G2ZkOPU/Wg2lppi1hzIu7bGh4sz1V6E7id897b28vxsfHi14sE3Whi8ZdNs460f1EkMN6YNCrMwSKq3Hmhc/45oiur+oqYhCksJ7FBrirjrq724j6eLuyf5BdUroCB7rPwYfAhafHOp2YmIjt7e0BfQnMyJ4oqNvrl/VIXdhG1N1BnIT1Q2Ywq28HzXSJqexqB99Wgf2/Syq4qVKlSpUTCgdkGVnfEM0NPg1oZij1mauUspm+ritNfs9cKnQRSDKAI/HAX7pjZPzceEsXBoMybkd1RiZGM3O6Ibi6J2MdBA7Gx8dL3I1v3EdAR5ZLMj4+PhDU6nWXbaxHkKl79IyzayxHl6vGWSAHTA6asxgdAdIMYClNrX4jOGH6XfFdzihKf6bN+6XH2NjYof7CDQ3JaNE1RxDr7qiIOBQUnUkFN1WqVKlyQmFshG8A53S7PtMIeqBq27YDK7AIUmQgXAiARkZGYnx8PJpmfxkuqX3f6I/sjAMIGjP9JgaFbgiPEfEt+mXoPBbFAQ3jgpSejKDu91gXpanZva7pPoI2/1P+ijmRbv47v7NtuaS6KyA5izfJYpr0n+CErAnZLwfM7nojeGIbsL6UPsEXwQNjhLT6Sm3o7s0MsLE/sHzsO2TKBJDZn9SfCZ70vhwFcCq4qVKlSpUTirtuBCDI4HjcjQwAZ6++wV3E4U3raEQ5g5ceMhSa1XtMC4X5keWgMVJ5aKgyJoNlp+Gi24FsAWfmrA/WA4Ndda/nST3ostGqIGd9nN1QWpl7yuM/yLaxTj3eSf8JZtgO7s5xBstdN2oXsnCeZrahH+vHmRL2Ee0rpDpylyOZFi+7nvF+QcDPewi0svpkvqxb1RH75DCp4KZKlSpVTiBOxcsFo0GYxpwMDI0A3To0JhkwUQwD2RGfQbvLi64lghgavYzVcCNFdwX1cneLdCGIkUh/ujyc0SCocJDIelbavs9Lr9crrArL4rpSVJ9eBoLSLnAV0Y8DYZmZrwcVZ6wHr3sfY768lwCW9ZiVl6wK+57E28tZKH+GoN4ZSvY/r28HPBlT6CwQ+1NWRy51tVSVKlWqnEA425bIKOt30vQEQjIAdAvJBeE7tjI/N0oEQozDkGSuETeqdAO5QSJAI8uj36QDjZUzTnxG11xPljVjLVhHGfCja4nxJKw/sltuOFlPPMLAjTDrgYBUOqguXUfmxxVMXgcOPjKWyuvKf/MYH28b9ZO9vb3iuqTO3FhPefv+QtR/d3d3AFRJf7m1WA86eoSM2lH9KWMUh0kFN1WqVKlyAqHRJoDg4OszYN1DEdvgQGlYfAONsbukFL/A+7uYI4EuGhvqSHdIZvwZDKr/zsYQrEi8TghgFDNDJkKfpa/+BBaUpp4jgCCIkFFnftx00NuJdazfVb9sJ7qzvH1cN96jeBblSbec16HHvDgIYR9whoP6O7BiPfvqNpbJA3/Z9zPWRuVh+0kvtoMzYWwrMmjHZW6qW6pKlSpVTiA0FBrAM7dS27YxPj4eOzs7A8G1GuzHx8fLffrjTFniAITXaUxppCPiENigXhH9gFzfMC5Lw10E7gJRutSJzIC7lVgGpbO9vT1QT9yWn2DEgQdZm0wfLwuBGt0lBIf+vK9+oqHX6i0xGTTWZNecGeNBpN6GukY3Hush6xd0X9GNqfiarJ8JiDBNlV8gimnSfXTq1KmyJN3z97J72qpT3ucrtJxx877jUpmbKlWqVDmh0LDoO5kEDeii//WfhpMuFH73AFLOtHXd2Q8xHx50mRkdv848aHzdPSJjy7LToOu7dHT3gpeDwCOL1XFDSPeIMzOqg2yPGAdrvV4v7t+/X4w8y5QZZGeCyCZJb5XbXU4EFBRnenSv0mc7+qosMjdsV2ffBB52dnZie3t7ADw4YPW6Vz15QDGB3f379weAjZ7zdiGYZvn13xk1Am1d00rAYVLBTZUqVaqcQDiAkyngDNhnnxK6GLoMXAYGaEB8kzm6rJwhIFih7q6vgIsbyWFMUFccUJfbjICDabMOqLuXkXp2uZRkfAX2WA7mSTbAd8Hlvf45A1kStg9ZPeZHEMV29HgtlYMb4um6A47MHcU6pLuUOjkY9LgfB6PeDh5D48BG9xGMKS2fCJAlI5AWYBaIHibVLVWlSpUqJxAOyBGH42loKPw07cwI8bobi8xwMV0+Q5Akw5MtL9d3PqtrNKrSj+X0Z+hyotuCQMlBGLf3Z95eP4rBcdeb15/+OyhkHTgYddZD9adntJItYzbYRgQ5GUPh7eLuIYmfZO6/E7Rl5adu7DsR/U0LCUAy4EVhGs4GOpjUtSzmjO47B5kESGTDHGiyTMOkMjdVqlSpckLh5mMR+XlT/E92pet3sQhZfIovi84COWkAd3Z2iitMwvs4y6ZbJmLwDCkHZm5wWXayIV4+/u6uI6bPU9G5VF73Z3EvGZvBa8pTQbNiLLJyEgQNixWKiIF0yJrxd5aNv3u7U2+POWIdOzAjgCPI1PNiPnQvf6dQB4HP0dHREhfmbc7vrGOJ5+F1yzplGoz9cddvBTdVqlSp8gGJjAWDcrsMPF0RGrh1jIAbHc52ffZLoEQD3zT7Qbk7OzslHQION4wOVrRRmoyhuxfoUiAgkmFzcOPskNLf29sbYCqcMSHzQZcN72WgLfNnXShPxTxtb28XY+86OjglgGJQNMFg27YDAbUUD2T2wyKdcfJ6zNgSZ8GcOWIZuDcS+xPdRuPj4+UIB+lMEKajGwgcXTeCQDJFAlzUzwOK+X444FQ/oKvvKHBT3VJVqlSpckLJjB7dGREx4Dqim4cGJ6LPArl7ijS/gxgZKa6koaHPXD5uXDhT5nMEI2QdnD0gOGFeNPYyVGSmfNZOY80Yna57fHM8Zz6YBsvKGBeP86AbRnWlsvmO02SUVKe+JFx5cL+XDDxRZ9bl7u5uTExMFGBA8Mx8JdSbG0nqHoIYB0ACq9rZmWyVb5bo7iMyLQ6KVHb9Z7B51ifVNxQ8nMWjDZMKbqpUqVLlhOIzbgcaEfnmZBH5Sh4/qkHXlC5n5r5EOmMBmL/S8jgaAiKPz3GXQAY8lG9XUGnmetD9btxZr+7iytgVgkGvH98okPVDYODgzl1RLLP0zo4WEEjQdYJLgYeuwG3GtOizA4sswDxzf1EnglGCbo+3idgHHR4voz+dMeWgJovFoQ6eftYOKpsD9a2trUOxRRk75lLBTZUqVao8APHZtn/nuUvOQtDAOFNB8dmqAxgHSlkamaFnWu6qkrHhrNpdYyqnGzI3ejLkjPvIhMyJdPC4Dd+N2Dfu89gSAQkZZ4IAfSfwkBAAEGi5rmS6HAz5zr5KlxvYeR+IiEPAzBkl1g37FA++ZPvqT3XJIyqyOnZQqhV1TEe/yW2UlcPrIytTxkAxDQfYdYfiKlWqVHmfRYaeRicLPqWR9FmtP5OtqpGIHZCbxDc8cxeZ0s90IJjR7FzioIYuGn1necWaeEyEQB2NOZko6UyjSYaCoCIDbVwirXIrroXP0aVERkb14oY3A5kOPLyNCAz5n2mSoWMfcObNwWcGElg+lYG7OzurwzJ4Hqwz6stn1XYqG8vsLByfYzmyXZX1R6AjPejSZb0Nk8rcVKlSpcoJxN0XGui5GseDOSU0qDQCAhTuUsjcI+6qYbpdTJFm7Jnh8R1v6UbIWB/lIxFr4IyF8m/btuzgm7EWrB8CCelElx0NeuYW8fR4nWUiu+ZtM4yhOn36dERE3L9/vxyh4Awcy8iyZq4hATQCNenlgEL3MeaHLAeX2HvbUb8M8GRtwCBh37+J9RQRh1aM6SwpAS6PK/NgbvZ39SnWi8o/TCq4qVKlSpUTihtYBnEyKFRLaTnT5eAu0OLBlrpXaWYuLmd7dI360VBnLiQ+Nwwg6X6BIRpinkskJsCNU7ZUm/VBXUdG+gcvEnxlhpV1KKPqDIYzZiyr7pf7KgsKJ8u1s7NT9NH+MUyPfUBpK30HrM5MMXbH20d1TOaGfYBB2/7ncVheT9Rb9xDQUU8CSg8Ol55kGPVMBmod0Hi5vP86aHWp4KZKlSpVTiA0mj7D9sBS3SNDOjIyUlaTMD0HJQRBEf2AYMadSA/fKZe/u4ES25CBHZbBDZkMjLvhyNTod8aNZCu0HJBICJJ8RZSDITFB1IV603DSuLpriXVI3VgXBAkMFKaQgZHeai8tceYRHBl4JCAZGRkpq5d852j+xnR4TAPL727Gtt1f0cSzzbxPUQ8HF+yTBHN0JbG9CFCdPcxcYB58LWbQ69ylgpsqVapUOYGQ3qdhjRjcSVYDvAb9nZ2dAXCigV5sAWfUzEv/aThotDlz5uoT3etGy10TBGHS2/c2ob6ZbpnhoSuFLJdcZAQC7spyA+jgYnt7+xDb5CxRl2uGeWYggOCLGwoyLz7v9c28ZNi3t7fLfR4XRVeUX2e5lTfBLNuFoMnrNtOPIMKZGra9p806E/DQ54gYqB+Ce+rrfZPgU78RiB4VTBxxzIDipmnebJrm203TfLNpmq8fXFtomuYrTdO8cvB//uB60zTNP2ya5tWmab7VNM1njpNHlSpVqrwf8kGNX+72IFjRAE5GQd89kJaDP+NdmFYWuOxuCv55vpwZUzf+Z5k8LkS/OePgoIa/O0BhWemOiBjcFdkBCV1ImZGm8Xb3F+vcDTaNeBbPQeDaBTJVJgnrOaIPiqQby+csEcEFy5iV1QEt+wXTo84Z8PI8yeoxbdUZQZZ0d0DtweHqxwKgGXD2vpS181ExN+9ltdTfaNv2J9u2/ezB91+JiD9o2/ZjEfEHB98jIv52RHzs4O+XI+Ifv4c8qlSpUuX9kPd1/HIDLPcDjYzPgCMGjwXQd/5nELIzNZyNE/D4TF330yjR6JJZUroCVZxFS5gWXVUqS7Zyy+uKhlHihpRMV8ThnZ1pkLl6hmXm70qTMSlZufw4CLJrvJd6ZcdhKH0PgGZZPHibZ2cJMHAlGBklMlJZX/B2Z9sTULNcDny8z/Fz27Zl92EyS2JWlF8GyiL6QcJyz2b3ZZ/1zFFuqZMsBf+FiPjiwecvRsQv4vo/bfflaxEx1zTNpRPkU6VKlSoPWh74+EUDsre3Fzs7O4eYlbGxsXRVjwcWR/TjajgT91gFMg7674HHivXgrrkeo+EMivJzsDQ6OhoTExMDS3nHxsaKgWJMifIiW0HWR4bR83Cw52yH9CXDRVAVMXjWF4EAAZ6+6/gH6eMrefjZNwj09JwBcWDrgCdb0uxuLebHOB7/TjedM3Nqc9YH+xb7jLMwrj+X8ysdto36p4THiTjLSOaGbijln4HYtm2LG3KYHBfctBHxe03TvNg0zS8fXHuibdtrB5+vR8QTB58vR8Q7ePbKwbUBaZrml5um+XpzQBNXqVKlyvsk7+v4RcNLA3hwXwEzvt0/3SER+wM6t8WXIVCgJ1di0XgySJNghrN0Z3JomNw1RuDEuJuIPtjY3d0tZdB3GjD9JjCXubX0nIOztm3LeVhePxIZQRrf8fHxkpdAFuOQdJ2BynTvbW9vD6z8chaEehM4ksWiMXa2wwGPL+0miyJdMzeVfmfwrrNvamP01wEGSkca6Jq3MV1+EqWn3wgYPV7JQX3mkpIu1JtMEPur+rTy4XvSJccNKP7rbdtebZrmQkR8pWma7/HHtm3bpmmG52TStu2vRcSvHRTgPT1bpUqVKu9B3tfxa3R0tKVB5EZxHKR91QcDY3Xdgz0FHvSZwoFf+UnIYjjTQMDgK6sYtKk/xv3wd8ZMOGNBIEejrnSkl9cNV9wQHPAZAgM9KyCm+7hah6yK6pXXM5eIrzJi0DXBIIEt9XcmTMcWOPChXmT93OXEvAgGM/eWtzfbgECXrkECJLE87G/My9OMiENuIpZJfZRl92XhHgfFZ1nHXg/D5FjMTdu2Vw/+34yI346In4qIG80BXXvw/+bB7Vcj4mk8/tTBtSpVqlT5wOWDGL98dt9l2CMGgQdX9Hi8ihsnggNfAeSGW5/pCuA9HtTMWA+fjfOaGy0ZTJ+Rs7xZOkyDbhUPsqXLS/+9zh2cOCui/0yberBOWT4PnuVv/E/xtlY6vheQsyoOkpgeXTReJl1X3SgtP+BSZWC9sb3pouL9bDf2M7kdmac/r7y8zj3QWe1FBkfPEnSxDxwFbCKOAW6applsmmZanyPiP46I70TElyLiCwe3fSEifufg85ci4h80+/JXI2Kt7dO/VapUqfKByQc5ftG4ZwM52QdnMXifrus3N2piTbqEoIMxHdnM33/T7zRs/Mx7CIgyEOcgy4ECg3Dd2KuemIZimJwJ8Pw8T7YNWQrdJzeTu6vc0FJXunNUJhpn1oezJhmjQpDq1whuCTAJlrz9pXMGJvSf9Zf9F/tFndlmXgbP1xkjby/lk4FNglaWQSzmcZaCH8ct9URE/PaBUmMR8f9r2/Z/aprmf46I32qa5pci4q2I+E8O7v8fI+LnI+LViLgbEf/pMfKoUqVKlfdDPpDxSwPuUVve061CxiLb+E/PO+PgwMgZGZ81U0eyBDTwDnwY5Ek9PIBZBrvLJcf7aKg8rkL6kL2h607CDRC546/SoZtDaTjT5S4s1o+7qlhflGFGOWN2vIwOApkOA8nddecsD9tQbU5AkenN/wQi7hJleejm03N+3hOPG8kACPsKyygRwNT+T17/XIF1HOamyRrug5amxtxUqfKw5MW2vzy6yg8ho6Oj7alTpwZm1zQsHtPCWAcaQ91Lg+JUfcT+Nv8ERh7jQaPrG6hFDO567C6Uvb29EqxJtsJn9CyjgzmBPBptN8LUVSAmAyvUkWVivSp9AjKBJB53oTKQfeBuvxSCI+nnsS/Ddst19oWGvm3bmJiYKPUmI6+86FLK6t/rUAwOV5X5M3Lp+D2Mv2F+EvZV/k4Gi31LbejtGzG4x4/quGv3aM8nY852d3fj3r17neNX3aG4SpUqVU4ometBZw0RnLibICI6DX9EHwzRWGklEcEDYxOYFgNNFSfBVV0+k3dj5ktzeS9Bhe+0TLBD48vda5Wm9NGuvawXBzQsN2fyHgAbkR8/4HVOXVUW/50B1VkArtcjd5Vme2csjP68XtyNJ8mCi7N2csDXtm1ZCu7t7YCIbci+IMaEZ22pHGJidJQIGT4t23aAxH7k/ZX3qC6Uh9o+Y6YoFdxUqVKlygmFBqLLNbW3tzcAMNxtQeNK8bidDIjwyATOhGlU3eDSReb5KC9fcZS5a+hSc+OodH0vFBo2MQqMX9Fz7iZh+mRoMmaD32nU3SXmeWRlZH2SbfJ6bpr+iesOtpwp29nZGTgQlPmMj48PnNyuMnBVUlZWMkVkZVi2LHDY45A8PZaRIE33y5XEumMf4L1dQCdjMSXZhMDZNpeTbOJXpUqVKn/phYM+B37GV3hsAYWgQ4M7gZGMKQ21Zvk0OjS0koy1cBZB17L7WTbOomkYma+eIxtCoych00Pj5m4y3uN15WVyNoPp+B40Dixp/Jkmy+HMmLt9PCaFLhln39gGbAvVMcup9Lh6yBk33bu7uzsAkLN+4TErBDasSwc2rA9Pj/orT/ZPLv3m/cP6qtcl2bKjgE1EBTdVqlSpcmLx5d2+VJvGycGN4kIUtyMD4UufZZzdKNLo0Gg5qJDhcEMtnZWmA5vMbaFyyD2g5cgEAg44ZFSphxtSsjb8zdkRgiIHQVzWnBlKldPZJzeYjClxMEGQ6QBA92nnY2d4JARz2lQvY7hYp6wb5eOuI+rp92asVgY2CGK8nN6flYbnJUDp9cY+1DRNTExMlL7vQFnvkbcn27JLKripUqVKlRMIDTdnp/pMadv2EGjRgK8dcnXNg1i7Zq4ZY0RD7+4Gujkko6OjJZDYZ/U0urrmLAlBmwMBAgo/b4s60ViybliPNKL84/Mqj7MaCmDt9fpnZ3lcj4MG7bDs9e3tT1ary4VC8EDgsru7O7A7sscvMRDXWSkHogQRBLJsB+rJunGXEFki/+87Mbs+FA8u5zEQ+r69vT0Qq+Z1xHQEGo9ib2rMTZUqVaqcQJwdUPAsZ6kyCAxOdRcEjQCDQTkrd8AiIXOTzdapI42ajP3IyEgJ6M0MuZboZgyGGxkHTjKKcpkQoOk3BUlnDBQBA8/Eoh7+mWCC5WVsj76zzpyJ2dnZSXdgJvPgS5R9ZY/KrjZmgGxWDqWnfqG4HJYtIg7teKz82W+8D9IF5eCEQd7SR3FB6nd6JltKz60Q1JbsQ0qXurJ99JzSdtds1veGSQU3VapUqfIAhYwLz06KiAJamqYZOEdHhp/AhMaSRksig0pApBVJbmAInCJiwLiS1eDqLOXPM6AiogQAa0k6DR2NKgONaYh1TfpJZ173cjnII6BgXIzXH3+ngVadZEHUrEtf1iwdyaJlwIgAiSesE/gwz9HR0bJJobuYCMrYLtwSIKJ/orgvr3Z2RWlmwFT6sB4yIONAj8dm+D5Fvk+TdFWbsQ49bwflrIMKbqpUqVLlfRQ3JBn7wNmru1DIxLjbKQNGuh4xGLgrQMF9ZiLyzf2kJ40jAYezENSLM2s35NLRY1pYFp+hK0/eR32c3fA09D8LGHYGjcu0MzeV8umKsyEgUDuyfZUPAVkGDPib6+j3sj/RyLsrydtCQmYkA5jqM97XyB7pmgNk9gPWVcZweT3RPSaAxDgu6u/lZB/okhpzU6VKlSonFBoTggQflCUa3GlUBQ54j8/kPajUQRNdTUrDg4cFUJiPz5LdDUEd6OLwOBfd42XOjLDiWRxEsO48dsaBgQdHO0BwA+jMibMdLJ+Xm0LjzD+/j4AwCwTOQA2NN8vpjAb7GfNTvVEfB8v8TubF47Uo3selF0Glu7Wkg6778QmME+qK2+Jn3n+UVOamSpUqVR6AyEjIBUPKna4RBz9t2xZGweMMPJYmM950R0UcXtZNVxOvdxlxMjtuTKmz8sqMDVkfpiH3SwZ2PB3PjyyVuyUINKiv8nQw0lW/DsyUXxZDpLzI3mSsAxkStQeZCvYLMmbOjNHdxDbwDQ4l1M0D21lm1S3bsgvUsT1VPt7PtDN3lp7vcov5sQv8nLFSw6SCmypVqlQ5gRCs+Cza4w18RqvPCqh19wNZBeXh7iGCKo9JGGYIHJh0gRgaMK5YcbZHkhkmpcHYHZXN41aYjgMQ1gtdKBICCO6cTFcZ20V6tO3+kQgEZM6MuB4EGF3Mi57R5nsEjGovjymKiHI/2RrfoDEDa6x/rxttIult5m4rpc2DRL2cfpQDwSGZQz9DioCReakfeDC168T35ygGp4KbKlWqVDmBNM1+cCc3LcuYCIkbDc749RuBjQ/sNJC6h0Gr1ItGjkZNTACNibvEaID4x5gcuiJYdmcNnC3Rd19BRkbAj09QHiw3g1hZV9TJwaDqw91EDNhm2bhTMNMlyGH+mb4EWb6MmsG1EgIqupoYb+O7R3u9O8DhuU+8TiEo293dLXsXEUj3er3Y3t4eKC/7EZlLthd1VdkE/DLArj7qIM/Zwy6p4KZKlSpVTiBiXjig6zoNnbsgeL+DBDdmGS3PgGQ3qPqvND1omUuTmb+DBN3vOjMfAhKPCaJR0jOa9UsvsRQ0cA4+JH5uE/erURrO0FAvZ14kbsBZLrp0CLrI0slAa9M+Ag+xSGwf3qP76MJkub0dvDz6zzaicPm9HxvBGBbWua55bJbnRxAo4MPfHaQRnDAt6eU7VzuQYT/JwNlAXxn6a5UqVapUObZwcPeAUc48swFecTMeq5C5l9ww8R7P05kMzrYl+k6GyPNyYKVZN/P0vN2l0TRNccG5Ph6/QQPMNLKgVQpdJFl9uVuGRtiv81kaak9PQCsDoXrG28s3WMxcMcyPIIT15fFHmbCMYhnZBwTMCBqYnzONrB+CUQfZ3F6AfZ3Xer1emRw4+KLu3gf99HSXulqqSpUqVU4gbox8NhsxeJYSgzgjDh8FEBGpsaV7g+IAQNdoEOVmYFxEBpp4v4SGS2n7rrPU29kHlpmsi/Qg8PP0PA6IMTtuALn6inkrnaw++Z2uJ9ans0j8L7084JhAbXx8fMD14m4jZ0C8DmT0vUxedxmg9DILSHi5CWhVHsZVuY5et4wLU1m7AKvXvfcXvhfeLs62DZPK3FSpUqXKCYQDtgMKSVecANkSGhIaK3dxROR7rzB/p/VpUAlU3Ahlrg2/X24WN3oOrqinMw1My10YBE7ObonhYtoEDQ44usAg20zPe7xT5jbxtnWmi6yR1392jANjVVS+7HtmyHndD1+VzgS07CvZsw4yyVaprA5q6erS8wzmJitHYKR8HXw6G+QMFst+lFRwU6VKlSonFI83kYHQeU1ufGlIIvK9Tfw5/pchlhHb29uLiYmJgWMMfLZNgKE89Z9Bqp63hG4n/XdmxQ/rVNpyeTiDlf2nYXPgFTHIdHHG7xvx0SXioNDrICJSd6Dig44CAgz0ZcC4ntE1roLytLhEXNfJemXAyNkltocf36H+KBcQAaiDCbY9AVfbtsV9ynguskkeC0a92UbUxUGiB90786MyD5MKbqpUqVLlBEK3AY1Cr7e/qkQgwF0LBDd+7IGeH7Yhnwe2bm1tHQpKZjouNB4OWghePDaE6WXxQ34G1c7OTjkMUQbSQYG7YWignUGgjpkRpp7O7ug+1ifLR1CYxT9lq9eoj8ALy6hycL8dd9dIR7JEWeAw2R4+Q5DDtnUw5249r3PViQc1N01zKPCbZWf6rCsHLapT1TX7dBbMTt1YF84CZVLBTZUqVaqcUMh++CDs4i4f/41gwfc2yWIVaOjENGQuMjJCvV5vAHC4bv6cG/XMRUDdmbcMGgEcjbszH86eZKCExtyXjPuyZa9f11PiK5pYL6p7PUt2hXXtrjfWiwMBZ0/c/cJ+5P3L658uNYEsMjcZiOamj0yfDKG7CLN24O/ULdvEj3Xndc/nXDeW1ftQl1RwU6VKlSonEHeP8HrEoHFyCt5jOzyNLrAhI+dxNr7LcWagsrxpSJU2mY2j3DoOQFx/GVx9zkALGROCAa8TpuEGNvud9e9GnPf7vV4Ouo4ycJexGVkclKfp5XLgdRTgowtK1/w7waDXt9rY3X/SmeXNgCbFY4UcsHk9Mk0yklkbU4eufkGpq6WqVKlS5YSSzS59zw4ZEJ/F0xCQcvfVIpkLIxNPl64g5kPGRPc78PJ7M4OSGXeml4EIlSFjBbruPy7Iidg3kO7ioKHtAkPSy8vGOidAdFbG3UJk11gvPIfLXVQsv4MRP2src0M6Q+R9k8wMgauXOWsL6pyBJ9U72z6rl/Hx8XSFV/bH1VhM+yipzE2VKlWqnEA4eEf04yJ8dQyNgxsjMgoRh5eCZ/fruxtxnzX7c2Qm+ByBTcZQMC6F6fpKl8y4CmT5jN/jkFxvXuOMngY2M7KuowMXBxXOBrAelHfGOGWAsQv4sCyMqSHIo44EukpHLkeJszrUXfXLNnC3oTMzSpOxXh5T5TFX7I90iylf75cOeLvagO2UsU9HAZzK3FSpUqXKCYSzdhkgN3S811eR0HA48KCB4yzWT3FWOmQMdH8GaDLGg8ZH2+4rbX2P6Mf2yOhouXE24+dMvmmagYBb6krh72IXmmY/MFlMg/JUHl11wHrmNQcbbAcHpOPj44dYkSw4WLrpmp/4znphm3YBH/UVggy6C/VfbaMVaaozAkf2CbaV8ug6J8pZF+nmGz4yHkhAVtdZVgeB1M9PMvc+oTyO2rxPUpmbKlWqVDmB0ChFHF6FxHt89st73ABGHF7yS8Mtw9EFpjwtHlWg3/WduvO7AzaJb/CmazS8dF3o/87OzoDx0vlFrCM3lLxOwKVnWD8SgRI32hQa/8xF5vXvLIp+lw4eEJ0xdGp7B8T6n4E/ltnBF/cbYrtyVZJApdcT9c3cXRk4dLbH6837Ln8jyyWAROGuyTwAlWmpPNUtVaVKlSrvs2QuiYjDS44j+saShk+DNl0BNChdK5/0WXm4ASRAcCPjBxQ6k6C0nQGhayq7JnHgkzFYKnMGTJTecVbGOCMl4+dgjukyr0xP1kPWjs6mOBjoitthW7FumZ70EdBRGcjiME1nYgR4eXI3mTw+4+BTeXnds4y8j8854+MxWw7WPD2lITbJy+irrLzfuFRwU6VKlSonFNLqFA7kus9jBrKZvcTjHSLikMHXb3JVuSuDLiEZDo+ZiOhvNkeWxuM/aMA8buXUqVMxOjoaW1tbnQbd2QOCK7qZWAcEXqxD6acy6viFnZ2dQ2AuY5Gy3XY9P4EMAhECFwIjlsdZDrIQypunZ+u3LNZF5VQ6foYV+wDrifmp/H4Yq4NsnrSeASmvO4IkuufYv1R/bDvl6ewlGU2lxfrrYtgyqeCmSpUqVR6A0NA4yJFRd9eNnuOgTwOVzW4zV0pEf0M9N9bMQ/c48+Mzej1DA+dxNc5AZOwKdclWuriuDgzIZCmv8fHxUp8Eb1lMCffA8UBcZyvc/aLPvkMxdaHxJtDytmW51A/4jD5LR99jR4adGyRmAId9w8vJuuZxDRlr5f2AabEeBWIEqOneYl9mvThz6eCPeSueyPd7OgrYRFRwU6VKlSonFhoagg5e10xVwlkvXQcR+bJgZz8cEHDGzPQ5U1c6NBYyqjKenj936qWRd0PubhNnNRRv4zN+d4/xGa8PMRcsY0R/K389Q5CQgUgyIawnByb8zzTIYNCwO0jiM87A6Te1j4TAxg8a1WdPZ2dnZyBw29MRK+MgylkcMkhil7J2YH/lUQysB+rqIMrbX3FXrC995m+Uo+JuKripUqVKlQckzkzQYFDcAMrgkN3pMqo0VJzlRgxftssAU86MxU7IoDmr4EyLhC4OBYg6kPANBH3mLSPoh2F6HTkA0HWlub29XX73TQDJCpDhoRsqi3XK3HzS2RkTnYRNV5Pqn2DXWSR+VjlUBtaPyqA4HLri/JBKrmQjqFYdkDlR2mSoyEqxnO6CUtrsc9JDQJZ1orISvBCEZgCQri66Ip1ByqSCmypVqlQ5oWSDtrM1DkRoGPh8FoxLI5jtQRORsxweo+D3SFfpx7Qy1kj6kf2hIaPbgYZQ+WSuLbJD1IksEI28M0ICIipDxhL4ydUMTiUDwXZyvT1Gh23FtmQaup65+zweJeLweWHOIhEEZGc3qT3Yrpk+vN+ZRtabg0BPS7oRAMmVRKCu+zKAzTb0tmX7ObA7CtzUfW6qVKlS5YTiuwBHRGEzaCS0Pwtnxl2MBgd5pcfn6QbxWTjZDgcH7jpykOSGi2BEZZW4i0TffbWQA6uumCMCJOZJQOBungzA+dJmf47G3N0ibjQJJgksHHCxjARNWbkJNBxQ0G3E9tHzDEjnb6w3Z3y8nShKQ8wd28QPhM3YFQckWV1TGLTseniMkO5XO2QuyS6p4KZKlSpVHoBoZipDwPgX0va8xhgUGpFer1c2j8uAgc+C+d918uBZBwyZcWKaNFI0ynTHyOAyANQNYeZKGMY+kRXRb8480Qg7sMvKLnE9ugw/dZL+BDb+ewYeCfYczHQBgIwFZF563kGoQNru7u4hMECglLkz+Z/5ZfWuPkqAzn7QVYcZKPOyu17cGNGZrGFSwU2VKlWqnFB8J14akox1iOgP3CMjIwNn7TjrIMkMoLsY3G3CZ9xY+mxeBkoAhWWSkFVgGZQ2A1AzF4jy1W6+DnwcNJCBkF5drifpJ70yBomb3jEfBu769axeuXEi06eRd6DGe8iCqM59NZmfTSadmCcZELWFrjvoZXs76xQxuAmj0iPryHJlbiGWiWVln3b9/UiOrO9nwC777lJjbqpUqVLlhJLNRGlIMkrfmRqfxXtQqO6ja4OBlhIaPBpZDxDODBSDcR38EJA4K6H7FYDrjAsDa8V+MFCXdaRnfJbOcvhvqgdfLZbVgcTbgvXCFWJk4pzF4fesDb0O1abu7smAiAMF1zsDGR4/4+7IDCiwPXSv9jvSdwUtaym6g3SCHl/t5WCF9xKw+gSA7jfpQaCl2KIuqeCmSpUqVU4oGahxdoHGlEGrdK14Gtks3z97XjSKbnA9DYId3u/szu7ubtlfhuLshBt95TE+Pj5gXD1YlXkRwHlgLUGdAwcyKl4/XmY31LrH3S1qFwIQP0k7A2Fsb7puvF3olsz6kO71dtWzWgLuTF22Qq4r6Jqf3eXJfB1wZKDN9VfANPs3y6020B/3FPJ7WVfqI8OkuqWqVKlS5YTiAIKsDQ24GwbGKfhsmIM4jb+epWuEbE42K+/SmfdlrgoHKQ4yaHgV7ExjzmfdRUV9Haj4VvsZ4yUAw/pjmgRTHrfhy6GZrzMNAkMECv6sG2KCBYImZ45k9Nl+7sLK2kQAhOdy8V4GsvO/Ay3eq7LyWc+Tbc5y8LP3N+lIQJoFD6t+PHZH92WM4DCpzE2VKlWqnFBopN1VRMPkM1y/Rtrdaf+IwaMXfOacHVvAe8mC+CzbgYg+yzC7zhH95btZrIUzCbrfQRyF+WbxH9lM3d1azMdZLwc/Xv6uNuM1skrKS79l4nXj9RERZY+hLreR0ncQJ0Dpx354/TqYYT68R5IFcrNemY8zUhkI8aDmDDi7vg54MxbOQZZLBTdVqlSp8oAkY28i+pv5kQHRtYjDK4kyI5ixMs6sMB0aiGzWLXCizwQQXYAnKy8BA2fbWTyPGzHXOSs7Dafyoouli7WiuG7UQeKuJgdsrp8vZyaQdOCUAUM978A1A38ZkOgCVF11p7KT9Wrb/nEWrrczjB6LlYEQ7//O4jnr5n27q+xsF7/WJRXcVKlSpcoDEhqtDIxwsM9AjoSDOGeqBC5dgZbcvVjPMm4kM3gCDFlQrwwOV/PoNwcEbngJ6phfRH+/EzfCTNvBgdenduilvvydAa1dxtpdSd5uXtfMy9vOmR0+40CI6TB9BvPqOS+37iXA8u/+m9cBmSMCNs/HmUL2Y//dwaLHhWW6ZAwi28Hzy4KUM6ngpkqVKlVOKD57deCRzTR1v3b4dQNPV5OMnqer/2RgaOyzWBetfMniRjK3A49lkAFylsGfdVAU0XdP+LJgZwkUhMr0GPPigb/UlYbUQYm7TlQOXXPddb/ydlChwGJnnhzwKG3fJZlGnvlzaT3rzw+c3N3dLYCW+yvxmjNrWVCx+p679tgnqav6Ja+r3LrGe7hjNevDAb73myxerau/ZVLBTZUqVao8AHGXjEAEZ7y6j6tcyLRE9A2zGxAaZBrAiBgwdLqXemXGkkbPz+5RGRRgquu+PNpdQm7oeR8Na0QcYookZIYIShyIOIviIKkLvDCOh/m7G40GNQNOAn667nu28DNXWDG9iYmJ6PV6A/sDEYxSJ2ffvD4zVilzGzEt9o8s5kf9Kqu/zF2kNiBQ4rlXDuwkzqL5dWcMOYHokgpuqlSpUuWEwsFX4jEVzjJ4ULAbbWd9HDw5nZ+5Bxw4cObPWXB21hLzdsDiLgTdQ6PjQdEOWNw1k4EVPetG0d0Z1NPLnLFK2XcCzS6mgPXgwcLKWyDGY5i8P0TEIdBDEOhniLlODuKcheP9DCrPgJqDDwJdggkHr6xDloHpE2R5W3p/zNrXWTH2y2FSl4JXqVKlygklAxoc8Emz02BEHN5YTtd8Rp7lx+e4mobiM20ah2HXlKanS4Di4MwBCz937eAsYeyHAzp97gJWWXquA8VZG6Wv5ewuXodcLs2y0/3Cdqa+etbZN9YzQYADTdZLBpDdFenPZ23k/ZIg9yjw6ExKBk69T7EdqIeXx98RlS3r5y6VualSpUqVE4ob/i5gQlZDv2cri5gmvzN9uhaOE2TpwMmNf2a4qGMGWDJDmbFRzjbQ2LqLpGn6e6/Q4HrQdVY2dw1lrqYMvPgxC6onN9qqdzeuGdhi3bHMDJDNYrPYR5yVIcAj0OpqC+8XWTs5G+R5cH+fLpDk5c7AEPtd1hbMO2OhVB6u8hq2S3EFN1WqVKlyQnHjQveGxF0FGavgxsA/Z3ERRxkpz5dGk3o5AFGaHkDK85ncwHPmnc2w3XBnDIHqz59hfTG4Wml4AKx+z9gNAirPm7oxHorskwOVrhVS1FeG2eNI3I3jAJBpZXXqrBrz9T6WMUwuBNDsq9n+TR7Xw2fYv9h/swNl2V5eDoJy9m2uKMukuqWqVKlS5QEJ3QIOMvzMHRqFzGgwTRqLpumf/uxGzd0LmZGQHjTcBAi+BJiBv34S+djYWPlT/ozfceBAg+iuHV9Ro3gUunBkAN19JNCRuea66kE6+WGTvJ9B3A4qmScBQAYsubEddyT2w0kJqhx8KF0HFA5ofOWRntEp8x7I7YHkDqCpq+uUxWfpv9qNQdcZYHcGJ5sUKD2ldRymsoKbKlWqVDmhcMDOlrXyOz+TPYiIAaDh93JFjYzOsFOU9aznrWeUntJx40bD4wbMDTif4/lOw1wZ1Jszexp4/cY89Zn6dgVBe/0SbHl70XhmbBF1zBiqLNCbAd4CP12rlNiuvhycbUpwKkaIZWL6ZEm2t7cHQCzT9jyyfsyysh3YzgTX+s+Aae9Xelb9LyIGgLvrRiCauXIp1S1VpUqVKg9AnKFwoWGl0XQqn6tSPA7GDaquMV3Xw10KDpo8fU8nW2HDex0IeFlcR97Lz10AqOs/DSgBgteH0vKVNtRXctSGfFkbOEvjaWbMhJ5nOt72rLsswNzTJEhTnbA9MnGATRYq4vDyeO9bZKoynbwdpFev1xs4VJOA0cvJd4Dgc1gMVkQFN1WqVKlyYskMYAZy/Jp/zmbpmZuB6fl/GsmMNXKj7/lnunqeBBF0OwwDWDSAXTowfV+90wWCIg5vnEfg5UY/Y9Ay/bNg5K7vfM7rjjoOY5a8jl1X6sv8MxCZCUFn9hvTJHOYlTWL21LevtLL+0PEPjvjuna9M2TFvNzDpLqlqlSpUuWE4m4kd5doIB8fH0+XV9OQ63e6qLoAAZdX++y5a/bN3yTKJwMkHkPDMvoJ0s5idAEaXw5PvehqY1lYxx6E3OWKUToeoKxnvX08CPYo1oN1x+eZL42+gwR3K3rgOGOdPA6LeWZtxO8Z+CLL4rr597GxsUMB29J3fHz80Io3lsX1cN0oAj10U1FfMltdIK6kNfTXKlWqVKlypGSuCl6P6AfJ6jNdAIzXyBgTgg0aJW7/T2MvJqNrKa67P3wlioMKloEzcTdAPmPPmAL+ltWR583t+z1tCdkC7aqrYxMYzMv6ZF6sh6xdu4Aln3fmSO3DtiMrRV3VN7oAH9Nn2fU8RWVhvmRFMsDjq8IUy8N727Yt8TBc+eXnd7H8zth0XeN74OI7O+v56paqUqVKlfdZ3HhIaBi4DX3E4Jk7NBJdwIjXfNksV6U4iGIsAw10FjDqAMvZGubdBWZcd4EGZwqou4Mz1g/LPzIyMhAInTFCTJezfAcy+kymzQGep+fsDuvVwY+Edao/jzFxIOiskBt/pUn9mE4GUl3XjGFzF550IGPG9ChZusPayV2nisOJ6J9D1gWS2A5dUsFNlSpVqpxQaDR8MKdx46xawgGbBsB/Uz4Rg8bNAVVmlLLvmbHf2dk5ZLiogxv3LqbKwRfZCr/OM7ZYNx5LIkBAvdzAdrEEriPZKqbldeeAJ2NyvM4doFAP3jssWNfz4H8+z3v535kolXl0dLSsZvO8MzDo/Zf5MB2CU+//7CN0s7lLjjqwfth3MgatS2rMTZUqVaqcUDjgds3kObhrwHaD3xUfQ/eB5+nxEXxGaTJGYdgKoMy4R/RjVggusnT4DH+n4eO9/ufXMzDBeJ2sjrmPDFkBGmo+43WcsU8Z8HEjnNWb8s6ATmacdS/LMKxtXJesPTxffSZ48P2L3L3kdcA0HFxHRNm/hzpkDJGDb2d/vL66wGUmlbmpUqVKlRMKB/ijZpQSN0jDWATmwZmsr7jx3zNDnOnnboyIQdeEg4OMYSFLkoEVlk0sgpfN668LaGSsRtdzvPc4xxE4S8C6cUPuwDWLL8rYhiwdb6MMADlYcXFg6EDLAVwGGLI68bQFwJydiRjsK9QhS9PLJPG+wdgkB7ZdUpmbKlWqVDmhuLsk4jAb4huQ+eyboIC0vp/YnaWZzciVV8aIuLhxdXZEBozMgpc9M1pK04+j4HEO/kzGkNCI6jsDXpUWDanHpWSzfTfeWfv1er2BOB9nN5jWsLrQyiIuo3ZWQt+1Co3XHFBm7AfbhNfZ57x+qW8GetwdqD6Z3ct0VUayOBnLw/eE9aEyE7xLH56m3iUV3FSpUqXK+yQc9Bms6dvSO3DJZtOZwclAFdMYGRmJU6dODXyXEday24wd6AJr7t5iGWlQfaZOsKb0/WgFGjcCkywGhMufszictu3v6OyrbZQudaExdWDC86QY6EqWw5kL1gXB4c7OTvR6vRgfHx+oU7mhCDCzNiWo0REUGSPibUOg0DRNnDp16tCS+7Zty1Eazr5lIFCf2Z5+xIgfmxERMT4+HqdPn46JiYkB8Ly3tzcQx0PdBQpZPgLsTKpbqkqVKlUegMhoTkxMxO7u7iEmIKK/fJiG1AFMxKBxoyuFAIfgKOJwTIbS1Lb7Ef0VSFomreeGMU8UAjB3X9DQ07i6K4Rgh8DBmQqP2SCwIqCgccxcXfzv+mZL2aWbx5Nk7ATrxPPNRGXa2toaaDcHd9SVLJ8D4EynLsDL/LtO0/bDKAk0+dnZMa9X1gvrTv15e3v7EIhxlpC/OQAeVseSCm6qVKlS5YSiAZmrPSQEKjs7O4dmxg6CMmPC3zz246iBPpsJH/WsG/5sCbE/mxnmrrwyF4TuJ5uQ6cXPNKTZMmoxHUpL5eD+MHo2AxlsBz7vS9u9rrMl9SxTVu9+6Kb+e5/KwCjrzV2Krgfvdb0z3Vhml642cgCStbEDs6xOuvoX0+uS6paqUqVKlROKG8iISI23DFNmFFz8eWdLaDCH/e6GoMuAuIH0tDO9PP0uUNOVbwbu/HPGIHWVxeNSXIdsZZnSGbbqzEGOG+esXEw3CzT2ez0Gx/Uga+LpZLp4/eq+7LqLgyN3tfG+7HP2DvCeLuDlK8R4L+toWP1LKripUqVKlROKD9oRuQHLDEBEP+CTRjADStnKKBkH7t3iIMWfj4hDMQvZTNuf529dQIH5Dks/c/lkTI+7fXz/G2cjvA0Um+LlyfT3cmUgQGyKA1R/NnOz6HpXMHHmdsnSYH1k4JD6MKaoq02cbWFdZkwQ82D/cxDv96gNjnonvD+wz3l/6JIKbqpUqVLlhEIjoQE4206/bftxJk6z+4zcdxlWPr4nie7JwI8bNsat0N3RxRa4ISOTkxk+MiRulB3QuG7D0mNaihsSUPFziFSubNm311dWTgIgD1x1IOLAwvuBsyRaecU2ZJsSKDBdB0del0zLA5MdqDjwHBaYq3yVpq9QGlaPXl+6h6vcvI8QjA2bKBCAdUmNualSpUqVByBuPH01D+M/hrEemt1mK3ciBpdRj4yMDCwbptHzWXhEDBjVLEZF6ROcyahl99MYu648XoL3K3/+51lFWTk9eFj16oDLwYcCpwk4ZKh9Q0QHYRFRVu+wbL5CKQMYTI+shp5T3jrDye/pAk5Z/IsD06bZPxsqS0/l4XXfToB1q+sCeb67Mcua6eyxUN7uBGEZYMsYJe8HXVLBTZUqVaqcUDi4czDngO5GyFc7OWPQ5YagMaGxc+Oiv+O4Afifxpv6e1Cx8s92qeUqKBpAB20EVG6gs9U2DqQyQ6t0fUUY64CHXqps7oKT7u4GY36ZwXbg4wd/sn28HjKjzWsZUGCfU1myOpb4HksELV1gTel2tUPWTl5fTMOBTJZOxiSyPEfFrVW3VJUqVao8APEB242E/89m4JJsebHPkpmeu2HcGGYASIyPGykyTW7MXU/dTxcMWQhPs6tcw1wR1D8zeDTKNNruFsqAAwGgyuxAkKCO9TBspZDrzWd9Y8UMDA1bicW8pDPr2d1EGSDjc97+rk8X29YFrrK0JKxnT4PStRqsa6KQSWVuqlSpUuWE0kWROwPiMQxdg3o2o3dx+n7Y8mQZe97vRszvHWYkPW3XR791gYmumbq7KZhuZswyRkXPZzpSjyww2dmijMnwevHPGcOV5c97sgDszD0zjLXyNP16Vo/eFg4kMnapK+2sjJl0gR+Wz0FVlw7DpDI3VapUqXJCcRCja12DcZexcyPXBXLcQDENZ0zIinDHXxoxN4oZ6+RAIlsZpGf550GoriMNqoKDswBagYAuxkAiF1cW0KvnfDm+t1sXq8br2bLkLkOc1S0ZK9fR20VpevA0hcHCXn4PNPf26GJQHLTpv/fxLBDcy9yVxzAWxvVnv+2qh1IfQ3+tUqVKlSpHig++fo1b3fO+LheAGwX+zoG9iwXRf19yTCPi+6ZkxjUiys6/Y2Nj5b62bQcCfjOjyDS7XERu9LhkO5vhawddB2YSL092xECXIaU7S3llR0PI/ec7R7Nu3BXl9Z995rN+Te3lgEz5dC1rz8Cn9w+lzb7FtvGAbdUVA9kdPFFn1hFdbmTnCMKVJtvOY7hYji6pbqkqVapUOYE4wKAB91knVzd1BdeSkZBx4LJtdzu40aGhyoJyeW8GTLI8sliZXq+XHurJ+7yeuuqNACQzWm70Wc8ZM6J64XJ83tMV9+I7C7NsGSPnZXNA4IDR9RtW7/49ay9nZxxUZGCKOqteuVqNZeeKOdZRVmYH5uw3WTuzfGSAvM4JKJmuHxXhUsFNlSpVqpxQutiALtATEQOzXlLsPqPNGB8ahKOAiIyXG+xhjA/TcJaIxtvZCzIJWVyR5zmMxXHxeCI39Bnj0bXEuCu2yfPI4nK67u9avu/fyWZ06eHXWO/6zb+znFlbddWtgyZvT312MONAJCtrVzkEphxserySlylLp0uqW6pKlSpVTiAZ5S/JZs68P2NE3GDrd+bhQKTrN087083FXRwZk+HpyxDyWS+bA49heUqy8jhg7AITWVAy9eLzw+qC93oeXXl21TkBRxdLxfyovwMvgoymGXTjMA/m68JrmeuQ5fY0qJ+7EfkbXY3MN2OguurBAf5xpIKbKlWqVDmh+MDsTIQP/Lo2bJWMD+gOYLJB3o2KrvEZGsTs2S5A4cAkM/bZEt+ucvh9mbHMDGaXAXZj31WXrmOX3p4uxY2z7hu290r2TFYnXlfD2jnLs8v4Z/p6G2btPaz9vByuA+8nkOyaEHTV8zCw3SXVLVWlSpUqD0C6DAIHc2cKfEardPispzNsdt3FRGT3OwCLGHStyJ2VpesuC+qdudLopvKyZgxGZnypq+/tcpxnM+naoE+6OnPmdU/9j9P20pcgzuOiuuJUmN6w+CMXb4sMlDoQ72JSusCb2tfTyOpM9ep9gmXKYpy8HoYByYgKbqpUqVLlRNLF2mSsTLbZGYM2dY9T9kzXQYbnnYnPlBmH4elLd4/TocHJYlkypog6EgS5weMKmmH1ehSYo4HnvRlI8e8e3C0Q4eWmUfXzqxzIsO4kWrLty9EdzHidZH3iOHXN+9zN5kHhGbjqqldd5/MOYrx83iZM19+DLC/Wx1FSwU2VKlWqPCDJgEfGsEQMggUGFXe5CzJXSxaAmT3HeIrMYLhBzZb/UhgM7UbZWSqXrF6YLtPQfdkRD17f/l2Gt4uFcLDl/7O4GNedbabjHrIyk21xoJOV/TjlcxDtrI4vz87K7YxTF1OW1ZvS6HKLZYAwY1u83nl/1qeH9UtKBTdVqlSp8gDEQUzmaonoDoglS5DN/mmEMiChNJiXjJwvcc70y4x41+/Z7NnTzYwlWSmvq6z+nBXydLtAXxeb5PdlZc1ATxfIYJ3wAEy/39s2y4ttlLE1Wb1kTEsXSPI0+LmLfXKdM3DsYNYBSRegcb1Yr56X63BUMHbEMQOKm6aZa5rmXzRN872maV5umuanm6ZZaJrmK03TvHLwf/7g3qZpmn/YNM2rTdN8q2mazxwnjypVqlR5P+SDHL/c6HYBlexztjeK0uyapTIQlobF/7jhGvOm0chiPTLAoDQzF4dkWFm66q3L8LOOHNj5vdlM3+/tAp3DVha5Ll0smxvmrEz+59czo91VrmyV0rD//kwGRlQX/mwXyBum/zDw4uXyOsnSGFZHLsddLfXfRsT/1Lbtj0TE/yIiXo6IX4mIP2jb9mMR8QcH3yMi/nZEfOzg75cj4h8fM48qVapUeT/kfR+/stmm78aarVDqmjF3pa3/BBhdRoHPZAbbwVDE4SW5mXF21sKBmy8Bz8rg6XfplxluP4LA65CAz+snM6a+MsuBX9YerKfMmB9Vb9nO0WRsPL2RkZES2+K6dIGJYQCnq88QpA4Dpl6PXWCjC2hmeyDxvqxP8F16IOCmaZrZiPiZiPj1A2W327ZdjYhfiIgvHtz2xYj4xYPPvxAR/7Tdl69FxFzTNJeO1KRKlSpVHrB8UOMXDWS2aZqMhoMHBpVytq/7aQg9v4PyRdM0A9vTZ7N0GorMwDMdXed/5WV1O5RtIdCQLtlGe6oT1o/S1TM86oGgMTPArrueZ916e1HXLnDnrEHGyHmsiG/ISD2z/YkYy+T1nu3Po3O0hrVNxtR0MWCehm846ADDASDrv2maGB8fT0Gix5h1tZ/vzJ1d75LjMDfPR8StiPj/Nk3zjaZp/rumaSYj4om2ba8d3HM9Ip44+Hw5It7B81cOrg1I0zS/3DTN15um+foxdKhSpUqVH0Y+kPErAy4RgyBBBsFZBxoaDzZ1liADBBF9lsiBCg1s5mrwM6+Urxss/c+MvevkAE3XvH4ylsKf1TNcks48HGCwjsfGxg7pkf339svAaFYutpHq2VeRefyNsyysS/aZjNXJ7vOl+t4u7FMOmhwUUUdPT2VlGZW2AxrqqiMSsuX6XbFB1LNrI8bjsDfHATdjEfGZiPjHbdt+OiI2o0/hKtM2IobDKJO2bX+tbdvPtm372ffyXJUqVaq8B/lAxi9nMHTNnomIw8GxEXFo2TXv9xm4z/aZFo0iDauDKDfSkl6vN3AeE+91I+1GLWOGWJYMJHg9ZM9mdUiAkoGBXm//7KFMR9c9ohtoKS+v62yPn2yFGfVT/Xp5+V33ZP3J+4ff74xhVm/sQ12uIa9jAnICvq5VaJ6WH5HAOvK+zDy7mCUHb11yHHBzJSKutG37pwff/0XsDxY3mgO69uD/zYPfr0bE03j+qYNrVapUqfJBywcyfrmhlrEZNkDrf2bIsnSzGSzTyJ4dtlIlm01n6Xr6HnjL3/wIAE8rYxcy3TNWhmkN05XPd5XN88xWYw1jh7K6U5rD9mHJGKzj3JPVkwM715336E8MX5drz+ubz7Xt4SMUHFxnembsFIE3gVK2e3RX+U/M3LRtez0i3mma5hMHl/6jiPhuRHwpIr5wcO0LEfE7B5+/FBH/oNmXvxoRa22f/q1SpUqVD0w+qPHLDW4GCLJ7+BvT6WI1aHAdLPj9+uy/uSEctg9MxkA485EZRJcuoOGMi6efsSyeXpeuus/rb5g468L0s72CMoBHUOtpeZt3MVbD9DxOfWdgu+u7xI+tENjo0rGrbPw966dZ3bh+zC/rg13lphx3n5v/c0T8s6ZpJiLi9Yj4T2MfGP1W0zS/FBFvRcR/cnDv/xgRPx8Rr0bE3YN7q1SpUuVhyfs+fnmsRcY6DGMp+NmNYzagD2NksjwdQHQxHNw511mLrAxu6Ls2/8sMX8aAdOWX6T2MGXOAlIEypp+BQNfV2yJi+P47WTt0lXUYII04vGt1l4HP6r4rH7+W9SltTOjPMl3V37AAaa9jfu8ClCw70z7OHjcREc1R6OeDkKZpHr4SVar85ZQX2xr3diJpmqblMt1hwCQzUtkATyNxnJl52/Z34/Xn3Ijx9G7Xp8s4er4e6KkZfsZaDBMHL15+v4/SVWdd6bso4JplyFw1w9Lld95LIMV4FQeSBA5ZvTkgcFYq04P5+ZLzTLrKoT7lMTN+b5aO94UuyUCXrg97B1TO3d3dzvGr7lBcpUqVKg9QsoE4ojsewp/xQd2NfhaQzOuZIXO2IZtZRxyeJXexT1kgcsYcuWT3dbkautLw+svOuRr2PHVROl5u1y/TIQMXXs5sR2Y9t7e3VwBpVi8EoRmwyfTztuEzXH6d3edtIB15LeJwH2EaBFNHtccwcOh5ZnLU7xXcVKlSpcoJpWsG7QAio/4pvD+7t2tAJ6PSZVyGPZsBsC52ootZoDhwGDZD52evp6PK0AXqhtX1MADTFSg8zCWU6ZTVUQYMtTItC0LOyu1pZaxfdl9Eftip1xvL18XAdbFoqj8+7+2TgexhdZbVST04s0qVKlUegmSGht/9PrIA/J7JMNdNBkg83fdahkzXrs+6r+vZrjy6AEwGfLL7u+JRHJh5PbveTPso9qGLzXFdHWC4/lmbZPnq3uMwG1n5s7wpXe7J7LkulqULDB+nL1Oy713s3jA57vELVapUqVKlQ2h4splvNlPmMx7rkbkMnNHQb85c6M83pRvGmmTXHExkersuXXUyDAzw3i4dHWywTjPmoQs0uIFmPfl15umrho7S1793sU9dz2cgMWL4pnlezqOAZtY2DmKyfpPl4+l16S/xjSIzoM4/sjV65igGp4KbKlWqVHkA0jXjP2rG2WW0I/rnKGXGnIN/ZnAzo8w8nSkadlSDGx/GbjjgIWDLjPBRxpS/8f5hjBbrkc94XTl4ofj+PRkD439d9dUFuLwOulxnR7ETGQvldZTVhd8TMRhg7rtMez/u6luudwaA+b1rRV7WhuprfuTIUS7e6paqUqVKlRMKwUnE8FlvtgRaabjs7u4eMrQSGrZsqXLbDu4O62CrC/S4ZCDNA12HbaXP+vC6OY5x7AJ+LHt2PIOXNQMWGZBxfWRIPU2lQfEyebrZb217OCg6K3/2vJ7tupYxIq5XV1uwrjLpavMuxijLu+t7BnIUn5SB5Ewqc1OlSpUqJ5RsoKVxGjaYRxw+cPG4adNQDzPQ/t2NZ8YCDBPmdZyN3tzFkLkUsjoRsBjGUGTLqbvqx/PKAF8GJI46+iJLs+t/Vt5sBVwG6DIWJmOSutpSjInrkwE3B07DykJgpnSG9cUuBo1szTDgnH13qcxNlSpVqpxQ3ABlB/4NYxGy2X0XyOlyR/j3o8DKMKM7jMHR52F5koHIWCw3yJmhjRhkB7rS8fyy664jQUB2b9Yuw+rM0/al0l1GPQNEGUDJ6srrONOrq590gbhsU8Kj+hrL3JUv7zsOeGdbdtXHUVKZmypVqlR5wDIM0HgsyrDnj5Jsxk2WpOueo9J7L9ecYeBs28uZsUYumUFlvhmjwWcznfi7MwKefma8MwYlA6THrWvfXO+o57qYkC5g03U/9R9WPt6TMY/HYaW6AHsXeOd9/nsGnI6s46G/VqlSpUqVY0kXtU9xwzAMEGRp++8Z46G0hhmrLqGxHeYe6Zr56/txjPxxQJNfc+Am6QIqx2WvjpOH/+7tkJ0fxrSH1X9XX+jSOWuPrjoZBia6ysa89N/rZRij08WIZYCnq0xH6XnUvRXcVKlSpcoJxSn8jM3QYK44Br+nafLN3Fx41APz7tLLZZgh5j3S1eNN+DvL5kYsc5vIfTEMAGSG2//77131lrEw2UZzWd5derRte6gNs7rLgEFXGY/Sm9eHAYysT/lnfyYLSM7amiuqMtF19plh9cm01YYZCPL6PC5YqzE3VapUqXJCydwLMoJdFH7GeHTtb8P7s110hxniDAwMKwf1z9gaN37SiQaKW/0fRwf+5sAhO7jR9TzK1THM2LOOVY4MlGaMWdaG2W9dOy57fWS6Zbr4c1lZjgIKLLOXM+vLXteuN9te4n2AdeyAOAPJBJLUJetTLhXcVKlSpcoDkGGU+zA3TjZQZ8Ymoh+rkS1jzsDHUYxOl6E96nfq6el1GZ4u5se/u5Eepr/EDSZ1yZ71/I5iGKgX8/PfugCQA1QCgS52bdj/7L6MKWF5s/53nHbK9M/Ab6bbMFBL4NIFmrnFwXGPXSjPvqe7q1SpUqXKUOHA37U/yjCD1pWm0u06ebvLmLnRoG5ZHl26HIf9yQxUZqAzA5xtCjdsdp4ZbAKVYTp6ed4roBp2X1d6LEsWD3MUMDwKvHWBFAdZGbDLdHedu+7J8h5W/14fGePU1VeGvSMuFdxUqVKlygmlaxDuovr9Hjdcw4zKD6uTy1GG0sEMZ85dwaqZsdb3zHUyrGzckyUrVwY2uv5nkhl7/533ubskuzdjR1xvfu+6bxgwyxiho8Trali7UYfjtlfXwZ9dACzLLwM6XXKc96CCmypVqlR5QKJB1wf7bMDOzss5DmPSNYPtMmDH0fe93MvvXSxMpktmtLN8ud2+QJWfReTPd+mW6Zm5XbKzo3RvFwPm4oAq02lY2YcBKJbB9cvSzp7jfcMA3TDgcZRkddyl47DyZ8D6vfbvGnNTpUqVKg9AulgXDvicmWYG9zgGPHMHNE1zZNCqpzXsPn8m08nLRZ263BZutLrKwfJQ3+xZSsYM+HNdG+z5Z5Yt0y8Tz6ttB49WyPLpKlcX2MquOQDLwKSzMUwv6z9dACILCB7WF1xvfddxCl4fXg9d7XNU363gpkqVKlUegMggHOcwxC5j0LUNvxusbCZ9VHCm6+CxO274srz4W2Zgu3Q9Speu35RWtgV/V/rD8s82F9Rvo6Ojh1ZmOQg8ir2hDtmzruOwusj6i7dP1ob6PAwMZ2DCmSN/hm3t9ZnVieuStUOXLl11cVSdUSq4qVKlSpUHID74Z/R613MOCnjdpQtoZIZ3GDuTnTae6doFaNytxjJnS4CzMnj6rvMwZquLWcjKc5x22NvbO1SOjIk4DrhxffyZ4wI7f971yhgdfc/6QpZ3xpYdhyU7Kk1+JoOlvnHUfkcsRxdTNUxqzE2VKlWqPAAhyBg2o82ExiibQWcz1+x6BlaaZjBmgbNngqouoNCVd2Z8h83oM3YlS8/vYb06YDzOtvxdZeNzXSDBJav/TDdnWoaBVAd1RwFU1zXT14GD11uXdLE3ns8whiirI9e1q614f1ebZaAok8rcVKlSpcoJ5TjukmyW6rPyLN0uw3iUK8DT7Mq/yw3h6TkA8712eH9moDOXG9PuYh2OYn665DjAkvWUsWd+b8ZIdJWH15VudhDocXT/YcHXD3NP1ndch6PcRMP6VFc9ZmUc1sezfCiVualSpUqVE0rXYN7lDulaKeWfM/DjaR4FBN4re8Q0s9n/MCPkTFCXoczKJoapq166yu3sTReLkuk0rMxHMVnDjHl23cFT1m4OeoYBjawdvF6z+7ueycCls35ZPTiA69LP8+X/LmYn6ydddeJSmZsqVapUOaF0zegpmTHMZvAZoOligvw+simeN/Pqcm3Q+I6MjBw6wTwDGln6mZE9DovlZc7K7mXLziTqKl+Wruuf6eh12rZtjI6OHqoL1Zk/x/rwPLvqJNOti+HqAkxdQK0LLB4FQjM9uzaVzO4/Cjh2tfFRQCaTytxUqVKlygnlOLP4o57tGtCPMoBdIMJn15mObuD4DF0oBBCZrpm+GSDoen7YTJ5pDTOe3A+H5e9iM7rK4XozOJq/e+xHFwD1MmUHkbo+Wfm9DY5ikbrKnAFLv549N+yZDPB2sTfZc139+rhMVCaVualSpUqVBySZgXDj5sbnKKAwjL3x+90AUoaxObwnAxHZ3i4sT1dZ/Xd/fhiD42XLwBrv72JMusrbVR+uT9duzM508besfrpYOurbJZkOWdu5HMWkHEeGtYnn2wWmI47fN72fZwBx2F5DkgpuqlSpUuUByFFGYxiYOe5Medi1rllwlx5dOg87zLHrua7vNOpd4Ij3dxlHppG5nrL8Pe8uYJGl0cVuZNeG1XdmoI9Kl/oPS/colou6dbl8snv5+Tg6HAcsZWesHdUPs/y8TMOkuqWqVKlS5QHLcU8wHsYmHMcdxd+63DZdzILfk7EtXfp0PXsc9sCZluOwC8PcFsN0OwokePrDAFCXGyj7nd8zMJHVN9m3LrCVlfko3Y/Kv0vHrA68vF2SsYFZPxnWfqw/B1LVLVWlSpUqH7DQleHXM8kG7cwFk4EZ/i7h5nwZ45GBoYzFOIqR8PR9U8AuV0MGooaxKFl9Zfr4711A5ChWaBjLchS707XaS33C88nSHgZQqN9xWDS/j8+yvbqeYd5ZXlkddZWhi0Eblq4D/+MwPOXZ93Lz+yVN09yJiO8/bD2OKeciYulhK3EMeVz0jHh8dH1c9Iw4vq7Ptm17/v1W5sMsTdPciojNeDz6xoexDz9seVz0jHh8dD3x+PWogJuvt2372Yetx3HkcdH1cdEz4vHR9XHRM+Lx0vXDII9LfT8uekY8Pro+LnpGPD66Pgg9a8xNlSpVqlSpUuVDJRXcVKlSpUqVKlU+VPKogJtfe9gKvAd5XHR9XPSMeHx0fVz0jHi8dP0wyONS34+LnhGPj66Pi54Rj4+uJ9bzkYi5qVKlSpUqVapUeVDyqDA3VapUqVKlSpUqD0QeOrhpmuZ/1TTN95umebVpml952PpQmqZ5s2mabzdN882mab5+cG2haZqvNE3zysH/+Yek23/fNM3Npmm+g2upbs2+/MODOv5W0zSfeQR0/S+bprl6ULffbJrm5/Hbf36g6/ebpvlbH6CeTzdN89Wmab7bNM1LTdP8ZwfXH6l6HaLnI1enH3Z5lMeviEd3DKvj1/uiZx2/KNzE54P+i4jRiHgtIj4SERMR8RcR8cmHqZPp92ZEnLNr/8+I+JWDz78SEf/VQ9LtZyLiMxHxnaN0i4ifj4jfjYgmIv5qRPzpI6DrfxkR/9fk3k8e9INTEfH8Qf8Y/YD0vBQRnzn4PB0RPzjQ55Gq1yF6PnJ1+mH+e9THrwMdH8kxrI5f74uedfzC38Nmbn4qIl5t2/b1tm23I+I3I+IXHrJOR8kvRMQXDz5/MSJ+8WEo0bbtv4+I23a5S7dfiIh/2u7L1yJirmmaSx+IotGpa5f8QkT8Ztu2W23bvhERr8Z+P3nfpW3ba23b/vnB5zsR8XJEXI5HrF6H6NklD61OP+TyOI5fEY/AGFbHrwcvdfwalIcNbi5HxDv4fiWGF/KDljYifq9pmhebpvnlg2tPtG177eDz9Yh44uGolkqXbo9qPf+fDujQ/x7U+COha9M0z0XEpyPiT+MRrlfTM+IRrtMPoTwO9fo4jWGP7HvWIY/su1bHr4cPbh51+ett234mIv52RPwfm6b5Gf7Y7nNmj+Rys0dZtwP5xxHxQkT8ZERci4j/10PVBtI0zVRE/MuI+L+0bbvO3x6lek30fGTrtMpDk8dyDHtU9YI8su9aHb/25WGDm6sR8TS+P3Vw7ZGQtm2vHvy/GRG/HftU2A1Rdwf/bz48DQ9Jl26PXD23bXujbdu9tm17EfFPok8zPlRdm6YZj/0X7p+1bfuvDi4/cvWa6fmo1umHWB75en3MxrBH7j3rkkf1XavjV18eNrj5nyPiY03TPN80zURE/P2I+NJD1ikiIpqmmWyaZlqfI+I/jojvxL5+Xzi47QsR8TsPR8NUunT7UkT8g4Po+L8aEWugKR+KmG/378R+3Ubs6/r3m6Y51TTN8xHxsYj4sw9IpyYifj0iXm7b9v+Nnx6peu3S81Gs0w+5PLLjV8RjOYY9Uu/ZMHkU37U6fpmcJOr5QfzFfsT2D2I/Avq/eNj6QK+PxH6E9l9ExEvSLSIWI+IPIuKViPj9iFh4SPr989in7nZi3wf5S126xX40/P/noI6/HRGffQR0/Y0DXb510Hkv4f7/4kDX70fE3/4A9fzrsU/Zfisivnnw9/OPWr0O0fORq9MP+9+jOn4d6PbIjmF1/Hpf9KzjF/7qDsVVqlSpUqVKlQ+VPGy3VJUqVapUqVKlygOVCm6qVKlSpUqVKh8qqeCmSpUqVapUqfKhkgpuqlSpUqVKlSofKqngpkqVKlWqVKnyoZIKbqpUqVKlSpUqHyqp4KZKlSpVqlSp8qGSCm6qVKlSpUqVKh8q+f8Dcw4tuGCDwPYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(1,2,1);plt.imshow(np.abs(img_sense),cmap='gray')\n",
    "plt.subplot(1,2,2);plt.imshow(np.abs(slice_image_rss.numpy()),cmap='gray')\n",
    "#plt.show()\n",
    "plt.savefig('sense.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "a3e8704c-717a-4a5f-9910-f481ff433b17",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SSIM = tf.Tensor(0.60334605, shape=(), dtype=float32)\n",
      "SSIM = tf.Tensor(0.60334605, shape=(), dtype=float32)\n",
      "SSIM = tf.Tensor(0.60334605, shape=(), dtype=float32)\n",
      "SSIM = tf.Tensor(0.0, shape=(), dtype=float32)\n",
      "PSNR = tf.Tensor(37.77615, shape=(), dtype=float32)\n",
      "PSNR = tf.Tensor(37.77615, shape=(), dtype=float32)\n",
      "PSNR = tf.Tensor(37.77615, shape=(), dtype=float32)\n",
      "PSNR = tf.Tensor(0.0, shape=(), dtype=float32)\n",
      "nrmse = tf.Tensor(0.6529241952952226, shape=(), dtype=float64)\n",
      "nrmse = tf.Tensor(0.1189708990601122, shape=(), dtype=float64)\n",
      "nrmse = tf.Tensor(1.0, shape=(), dtype=float64)\n",
      "nrmse = tf.Tensor(0.39940857277314995, shape=(), dtype=float64)\n"
     ]
    }
   ],
   "source": [
    "SSIM = tf.image.ssim(tf.cast((tf.abs(slice_image_rss.numpy()[...,np.newaxis])*1000), tf.float64), \n",
    "                     tf.cast((tf.abs(np.abs(img_sense)[...,np.newaxis]))*1000, tf.float64), \n",
    "                     max_val = 1)\n",
    "\n",
    "print('SSIM =',tf.reduce_mean(SSIM))\n",
    "print('SSIM =',tf.reduce_min(SSIM))\n",
    "print('SSIM =',tf.reduce_max(SSIM))\n",
    "print('SSIM =',tf.math.reduce_std(SSIM))\n",
    "\n",
    "PSNR = tf.image.psnr(tf.cast(tf.abs(slice_image_rss.numpy()[...,np.newaxis])*1000, tf.float64), \n",
    "                     tf.cast((tf.abs(np.abs(img_sense)[...,np.newaxis]))*1000, tf.float64), \n",
    "                     max_val = 1)\n",
    "print('PSNR =',tf.reduce_mean(PSNR))\n",
    "print('PSNR =',tf.reduce_min(PSNR))\n",
    "print('PSNR =',tf.reduce_max(PSNR))\n",
    "print('PSNR =',tf.math.reduce_std(PSNR))\n",
    "\n",
    "\n",
    "out_nrmse = nrmse(tf.cast(tf.abs(slice_image_rss.numpy()[...,np.newaxis])*1000, tf.float64), \n",
    "                     tf.cast((tf.abs(np.abs(img_sense)[...,np.newaxis]))*1000, tf.float64))\n",
    "print('nrmse =',tf.reduce_mean(out_nrmse))\n",
    "print('nrmse =',tf.reduce_min(out_nrmse))\n",
    "print('nrmse =',tf.reduce_max(out_nrmse))\n",
    "print('nrmse =',tf.math.reduce_std(out_nrmse))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1718bc43-abe3-484c-ad9b-0c440f72ae73",
   "metadata": {},
   "source": [
    "# L1 Wavelet Regularized Reconstruction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "8db7c981-3a55-432f-80a2-f28bfc9ce602",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1b552dfb5f6b4319afde469fc5021b19",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "MaxEig:   0%|          | 0/30 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4360242469e042ceaaf48f54ea7cbea1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "L1WaveletRecon:   0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time usage: 0:00:13\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7f7710286370>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lamda = 0.005\n",
    "#sense加上cs\n",
    "#噪声更低\n",
    "start_time = time.time()\n",
    "img_l1wav = mr.app.L1WaveletRecon(masked_kspace.numpy().astype(\"complex64\")[...,0]+1j*masked_kspace.numpy().astype(\"complex64\")[...,1], mps, lamda=lamda).run()\n",
    "elapsed_time = time.time() - start_time\n",
    "print('time usage: ' + str(timedelta(seconds=int(round(elapsed_time)))))\n",
    "\n",
    "pl.ImagePlot(img_l1wav, title='L1 Wavelet Regularized Reconstruction')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "0c6e4b71-5b1e-41ab-a88a-18f9def647dc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(640, 262) complex64\n"
     ]
    }
   ],
   "source": [
    "print(img_l1wav.shape,img_l1wav.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "88882d34-de99-41cd-9204-35ae25729453",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(1,2,1);plt.imshow(np.abs(img_l1wav),cmap='gray')\n",
    "plt.subplot(1,2,2);plt.imshow(np.abs(slice_image_rss.numpy()),cmap='gray')\n",
    "plt.show()\n",
    "#plt.savefig('sense.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b2aef63-060b-4a4b-8d1a-f899723b3fde",
   "metadata": {},
   "source": [
    "# grappa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "28698e35-e93f-4c79-b649-6ff7de533f86",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pygrappa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "e20a1542-1b6b-45fa-b8be-ec2e53963398",
   "metadata": {},
   "outputs": [],
   "source": [
    "def crop_center(img,cropx,cropy):\n",
    "    c,y,x = img.shape\n",
    "    startx = x//2 - cropx//2\n",
    "    starty = y//2 - cropy//2\n",
    "    return img[:,starty:starty+cropy,startx:startx+cropx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "b49f0f10-67a0-4328-a0ce-bd39f1cf33aa",
   "metadata": {},
   "outputs": [],
   "source": [
    "calib_ksp = crop_center(masked_kspace.numpy().astype(\"complex64\")[...,0]+1j*masked_kspace.numpy().astype(\"complex64\")[...,1],24,24)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "f05b5125-cd62-4390-bc4f-c8d5b7a65ab2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "time usage: 0:00:02\n"
     ]
    }
   ],
   "source": [
    "start_time = time.time()\n",
    "grappa_ksp = pygrappa.grappa(masked_kspace.numpy().astype(\"complex64\")[...,0]+1j*masked_kspace.numpy().astype(\"complex64\")[...,1],calib_ksp,coil_axis=0,lamda=0.01)\n",
    "elapsed_time = time.time() - start_time\n",
    "print('time usage: ' + str(timedelta(seconds=int(round(elapsed_time)))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "d60f88a2-9c2e-45ce-9860-bcaac1ecd3a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20, 640, 262) complex64\n"
     ]
    }
   ],
   "source": [
    "print(grappa_ksp.shape,grappa_ksp.dtype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "50961f89-e75d-47f1-8b44-d554cac5d1e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7f76e06ec820>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pl.ImagePlot(grappa_ksp, mode='l', z=0, title='Log magnitude of k-space')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "05dd471f-b04f-4b0c-88e7-34e00d3e06ef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20, 640, 262)\n"
     ]
    }
   ],
   "source": [
    "print(sp.ifft(grappa_ksp).shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "41f4d46f-e0b4-408e-be77-93dc55a6998d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<sigpy.plot.ImagePlot at 0x7f76f0737bb0>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pl.ImagePlot(np.abs(sp.ifft(grappa_ksp)),title='magnitude of GRAPPA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "980747dc-f228-43ba-a762-10190148a208",
   "metadata": {},
   "outputs": [],
   "source": [
    "grappa_ksp2 = T.to_tensor(grappa_ksp)      # Convert from numpy array to pytorch tensor\n",
    "sampled_image = fastmri.ifft2c(grappa_ksp2)           # Apply Inverse Fourier Transform to get the complex image\n",
    "sampled_image_abs = fastmri.complex_abs(sampled_image)   # Compute absolute value to get a real image\n",
    "sampled_image_rss = fastmri.rss(sampled_image_abs, dim=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "edb3ee61-4553-40f1-b2e3-8b915a23a7fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(1,2,1);plt.imshow(np.abs(sampled_image_rss.numpy()),cmap='gray')\n",
    "plt.subplot(1,2,2);plt.imshow(np.abs(slice_image_rss.numpy()),cmap='gray')\n",
    "#plt.show()\n",
    "plt.savefig('grappa.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "1c81371d-1184-4a41-8ccf-25248c7618e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SSIM = tf.Tensor(0.8669897, shape=(), dtype=float32)\n",
      "SSIM = tf.Tensor(0.8669897, shape=(), dtype=float32)\n",
      "SSIM = tf.Tensor(0.8669897, shape=(), dtype=float32)\n",
      "SSIM = tf.Tensor(0.0, shape=(), dtype=float32)\n",
      "PSNR = tf.Tensor(36.971462, shape=(), dtype=float32)\n",
      "PSNR = tf.Tensor(36.971462, shape=(), dtype=float32)\n",
      "PSNR = tf.Tensor(36.971462, shape=(), dtype=float32)\n",
      "PSNR = tf.Tensor(0.0, shape=(), dtype=float32)\n",
      "nrmse = tf.Tensor(0.35814491262800335, shape=(), dtype=float64)\n",
      "nrmse = tf.Tensor(0.1924101632507031, shape=(), dtype=float64)\n",
      "nrmse = tf.Tensor(1.1523525322079355, shape=(), dtype=float64)\n",
      "nrmse = tf.Tensor(0.16034492573328463, shape=(), dtype=float64)\n"
     ]
    }
   ],
   "source": [
    "SSIM = tf.image.ssim(tf.cast((tf.abs(slice_image_rss.numpy()[...,np.newaxis])*1000), tf.float64), \n",
    "                     tf.cast((tf.abs(np.abs(sampled_image_rss)[...,np.newaxis]))*1000, tf.float64), \n",
    "                     max_val = 1)\n",
    "\n",
    "print('SSIM =',tf.reduce_mean(SSIM))\n",
    "print('SSIM =',tf.reduce_min(SSIM))\n",
    "print('SSIM =',tf.reduce_max(SSIM))\n",
    "print('SSIM =',tf.math.reduce_std(SSIM))\n",
    "\n",
    "PSNR = tf.image.psnr(tf.cast(tf.abs(slice_image_rss.numpy()[...,np.newaxis])*1000, tf.float64), \n",
    "                     tf.cast((tf.abs(np.abs(sampled_image_rss)[...,np.newaxis]))*1000, tf.float64), \n",
    "                     max_val = 1)\n",
    "print('PSNR =',tf.reduce_mean(PSNR))\n",
    "print('PSNR =',tf.reduce_min(PSNR))\n",
    "print('PSNR =',tf.reduce_max(PSNR))\n",
    "print('PSNR =',tf.math.reduce_std(PSNR))\n",
    "\n",
    "\n",
    "out_nrmse = nrmse(tf.cast(tf.abs(slice_image_rss.numpy()[...,np.newaxis])*1000, tf.float64), \n",
    "                     tf.cast((tf.abs(np.abs(sampled_image_rss)[...,np.newaxis]))*1000, tf.float64))\n",
    "print('nrmse =',tf.reduce_mean(out_nrmse))\n",
    "print('nrmse =',tf.reduce_min(out_nrmse))\n",
    "print('nrmse =',tf.reduce_max(out_nrmse))\n",
    "print('nrmse =',tf.math.reduce_std(out_nrmse))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ce426e6-bea6-466d-8cb0-10e648b6d439",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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